{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Description about LUNA16 dataset\n",
    "The LUNA16 dataset was created for the challenge of LUng Nodule Analysis 2016 including 888 CT scans, which were gathered from LIDC-IDRI with slice thickness less than 3mm. There are totally 36,378 annotations of nodules that were marked by more than one radiologists, while there are 2,290, 1,602, 1,186, and 777 nodules annotated by at least 1, 2, 3, or 4 radiologists, respectively. Nodules annotated by at least 3 radiologists are regarded as true nodules, whose annotations of diameters and positions are the average of annotation in LIDC-IDRI.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data preprocessing\n",
    "Before training the model, we should remove unwanted parts of chest CT Scans wich the dataset of luna16 contains, also we should normalize all of the 3d images to be in the same characteristics as \"spacing\" between voxels.\n",
    "If you're new to medical imaging (just like me), read this [wiki page](https://www.slicer.org/wiki/Coordinate_systems#Image_coordinate_system) to acquaint yourself with the coordinate system of medical images.\n",
    "\n",
    "For a quick review to those of you who have had experience with medical images, you may remember some of it looking at this image:\n",
    "![coordinate_system](https://www.slicer.org/w/img_auth.php/d/de/Image_Coordinats.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **what is slice thickness?** \n",
    "\n",
    "according to [this](https://www.materialise.com/en/faq/what-difference-between-slice-thickness-and-slice-increment), Slice thickness and slice increment are central concepts that surround CT/MRI imaging. Slice thickness refers to the (often axial) resolution of the scan (2 mm in the illustration). Slice Increment refers to the movement of the table/scanner for scanning the next slice (varying from 1 mm to 4 mm in the illustration).\n",
    "![alt text](http://www.materialise.com/sites/default/files/image-uploads/pages/Medical/slice_increment.jpg)\n",
    "\n",
    "\n",
    "* **What are axial, sagittal, coronal?**\n",
    "\n",
    "These are image reconstruction planes.\n",
    "The picture below shows everything needed:\n",
    "\n",
    "![axial, sagittal, coronal](https://www.ipfradiologyrounds.com/_images/reconstruction-planes.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "from glob import glob\n",
    "import pandas as pd\n",
    "import skimage, os\n",
    "from skimage.morphology import ball, disk, dilation, binary_erosion, remove_small_objects, erosion, closing, reconstruction, binary_closing\n",
    "from skimage.measure import label,regionprops, perimeter\n",
    "from skimage.morphology import binary_dilation, binary_opening, convex_hull_image\n",
    "from skimage.filters import roberts, sobel\n",
    "from skimage import measure, feature\n",
    "from skimage.segmentation import clear_border\n",
    "from skimage import data\n",
    "from scipy import ndimage as ndi\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d.art3d import Poly3DCollection\n",
    "import pydicom\n",
    "import scipy.misc\n",
    "import numpy as np\n",
    "import SimpleITK as sitk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load image\n",
    "\n",
    "To load medical images of the dataset (.mhd files) we will use the SimpleITK package, which its usage is as simple as the below method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_itk(filename):\n",
    "    # Reads the image using SimpleITK\n",
    "    itkimage = sitk.ReadImage(filename)\n",
    "\n",
    "    # Convert the image to a  numpy array first and then shuffle the dimensions to get axis in the order z,y,x\n",
    "    image_array = sitk.GetArrayFromImage(itkimage)\n",
    "\n",
    "    # Read the origin of the ct_scan, will be used to convert the coordinates from world to voxel and vice versa.\n",
    "    origin = np.array(list(reversed(itkimage.GetOrigin())))\n",
    "\n",
    "    # Read the spacing along each dimension\n",
    "    spacing = np.array(list(reversed(itkimage.GetSpacing())))\n",
    "\n",
    "    return image_array, origin, spacing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we want to read a sample file.\n",
    "At first, you should download [dataset](http://academictorrents.com/collection/luna-lung-nodule-analysis-16---isbi-2016-challenge) (which may take a long time, but it is ok to download just a single subset of it plus CSV files for the first steps). The description of the dataset is available at [challenge page](https://luna16.grand-challenge.org/data/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " ### List all available *.mhd files at subset0 of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "luna_subset_path = '/Users/mostafa/Desktop/dsb_analyse/input/subset0/'\n",
    "file_list=glob(luna_subset_path+\"*.mhd\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's take a look at voxel values to know the distribution of a sample of them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img, origin, spacing = load_itk(file_list[0])\n",
    "first_patient_pixels = img\n",
    "plt.hist(first_patient_pixels.flatten(), bins=80, color='c')\n",
    "plt.xlabel(\"Hounsfield Units (HU)\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Resample all images to isomorphic spacing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since CT Scans have different spacings between voxels, which is because of that the different devices have different configurations, so we unify all of the 3d images spacings into isomorphic form of 1mm in each axis (or sagittal, coronal, and axial plane)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resample(image, previous_spacing, new_spacing=[1,1,1]):\n",
    "    # Determine current pixel spacing\n",
    "    spacing = np.array(previous_spacing, dtype=np.float32)\n",
    "    resize_factor = spacing / new_spacing\n",
    "    new_real_shape = image.shape * resize_factor\n",
    "    new_shape = np.round(new_real_shape)\n",
    "    real_resize_factor = new_shape / image.shape\n",
    "    new_spacing = spacing / real_resize_factor\n",
    "    \n",
    "    image = scipy.ndimage.interpolation.zoom(image, real_resize_factor, mode='nearest')\n",
    "    \n",
    "    return image, new_spacing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img2, spacing2 = resample(img, spacing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(733, 512, 512) [0.5        0.63671875 0.63671875]\n",
      "(366, 326, 326) [1.00136612 1.         1.        ]\n"
     ]
    }
   ],
   "source": [
    "print(img.shape, spacing)\n",
    "print(img2.shape, spacing2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, as you see, the image shapes have been changed as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Removing other body organs from image\n",
    "\n",
    "At the next step we would like to clean up the 3d array of CT Scan, because we like to tell our neural network to pay attention to really important parts, and not to get lost looking at a large amount of unnecessary information.\n",
    "\n",
    "To reach this, we will go through these steps:\n",
    "1. Convert the original 3d image into a binary image.\n",
    "2. Remove the blobs connected to the border of the image.\n",
    "3. Label the connected points of the image.\n",
    "4. Keep the labels with 2 largest areas and segment two lungs.\n",
    "5. Fill in the small holes inside the mask of lungs which we separate right and left lung.\n",
    "6. Fill the convex hull of each lung.\n",
    "7. Joint two separated right and left lungs.\n",
    "8. Closure operation with a disk of radius 10. This operation is to keep nodules attached to the lung wall.\n",
    "9. Superimpose the binary mask on the input image.\n",
    "\n",
    "\n",
    "In summary, we segment lungs and make a mask from them, then throw away the voxels out of that mask at the original image.\n",
    "(I have tried these steps to be similar to ones at [the paper of grt123 team](https://arxiv.org/abs/1711.08324), part <i>B. Preprocessing</i>)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have to add that some of the steps are borrowed from the luna16 challenge tutorial for preprocessing [here](https://www.kaggle.com/gzuidhof/full-preprocessing-tutorial).\n",
    "But the key step is to fill the convex hull, which is from the mentioned paper."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_segmented_lungs(im, plot=False):\n",
    "    '''\n",
    "    This funtion segments the lungs from the given 2D slice.\n",
    "    '''\n",
    "    plt_number = 0\n",
    "    # Original image label: 0\n",
    "    if plot:\n",
    "        f, plots = plt.subplots(12, 1, figsize=(5, 40))\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(im, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "    # Step 1: Convert into a binary image.\n",
    "    # image label: 1\n",
    "    binary = im < -604\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(binary, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 2: Remove the blobs connected to the border of the image.\n",
    "    # image label: 2\n",
    "    cleared = clear_border(binary)\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(cleared, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 3: Label the image.\n",
    "    # image label: 3\n",
    "    label_image = label(cleared)\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(label_image, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "    # Step 4: Keep the labels with 2 largest areas and segment two lungs.\n",
    "    # image label: 4\n",
    "    areas = [r.area for r in regionprops(label_image)]\n",
    "    areas.sort()\n",
    "    labels = []\n",
    "    if len(areas) > 2:\n",
    "        for region in regionprops(label_image):\n",
    "            if region.area < areas[-2]:\n",
    "                for coordinates in region.coords:\n",
    "                    label_image[coordinates[0], coordinates[1]] = 0\n",
    "            else:\n",
    "                coordinates = region.coords[0]\n",
    "                labels.append(label_image[coordinates[0], coordinates[1]])\n",
    "    else:\n",
    "        labels = [1, 2]\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(label_image, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 5: Fill in the small holes inside the mask of lungs which we seperate right and left lung. r and l are symbolic and they can be actually left and right!\n",
    "    # image labels: 5, 6\n",
    "    r = label_image == labels[0]\n",
    "    l = label_image == labels[1]\n",
    "    r_edges = roberts(r)\n",
    "    l_edges = roberts(l)\n",
    "    r = ndi.binary_fill_holes(r_edges)\n",
    "    l = ndi.binary_fill_holes(l_edges)\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(r, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(l, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "    # Step 6: convex hull of each lung\n",
    "    # image labels: 7, 8\n",
    "    r = convex_hull_image(r)\n",
    "    l = convex_hull_image(l)\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(r, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(l, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 7: joint two separated right and left lungs.\n",
    "    # image label: 9\n",
    "    sum_of_lr = r + l\n",
    "    binary = sum_of_lr > 0\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(binary, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 8: Closure operation with a disk of radius 10. This operation is\n",
    "    # to keep nodules attached to the lung wall.\n",
    "    # image label: 10\n",
    "    selem = disk(10)\n",
    "    binary = binary_closing(binary, selem)\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(binary, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "    # Step 9: Superimpose the binary mask on the input image.\n",
    "    # image label: 11\n",
    "    get_high_vals = binary == 0\n",
    "    im[get_high_vals] = 0\n",
    "    if plot:\n",
    "        plots[plt_number].axis('off')\n",
    "        plots[plt_number].set_title(f'{plt_number}')\n",
    "        plots[plt_number].imshow(im, cmap=plt.cm.bone)\n",
    "        plt_number += 1\n",
    "\n",
    "    return im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yMKJ6jTRdaa9TTaKhJgTV81CWBspXE+9nbcrCqvxKiIqsqITKClKZ2w319cTvTVFC+ZN1dlOU8MMARZajLI3EQZ6mTAdrZGMM8jSH1go68KF9jSxO7zhcytdI4xRR3SbjlQelPBQ5+9Ml8pQ0YZrGIGBygjSNkaZjcSEA2NfHiOMhkmSELE1sQFhVrFgZ8H6kaSwCebfnxy6V65++lW/qKieyoJX1df/+voSz2ZwxrJL5g9xojqV/skHKRQJVp8bVtrwZQRAhDGrI8hTGlGi35nDs+ONYXT2BqFlDMk7oQkoDHfiiXbTWyPOqKgFAzDY/YO1rZGkmwsO+rBuM8UHi18q8gDGkAfl3fuAjGSVQyh4IX09o7WnNy9pPDoMVTFjNS8Jfkla2bkaeZnKIdFB5Wu6hLEsDpejwAXSNd1MAZVkiCG2ONqt8+CzJkCQj9Ps7GA72MBx10ettI0lG1kXhnGtYBW9FjtQ29Lnm2lVC04LmPmvXBfA8BeUpwPMmXA+l9P1F66w53TUJjrgzKquEtmpTqHwQusgwrEErH2kWw/cDrKycwOrqSSwsrQIgn47eaz/b0X4AaTs/dPqEyinzbrVqmRfysAsbfECxMJd3mGHfZzNVyucCEE1b5gXK0iCqR1WOsChFYFhj64D82jIv5Pono3mrnZUHlIY0r0VIlXkJpbwJwWdNXpYGQcT9PdU1FoW9F2sZ8ryAb6+ZP8d1w/zAh+cBWZojT3PRrltbN7C9dRO93jZg/yaKGkjTGEWR3YFocoXQDXxYU3LQVuWMJ3PDfH9vFa3fUzjd1mA3/0abXIpp54iNy5guAIA3BQCiqIHAD5FmMbT2cfjwQzhy5GF05uaQZ05fyZSmlJu22pHbIqZdiSIr4HmAHwZicl3N5fqe8oBd37U0IrzT0Su/nwOtLMmgHb9VBz7SmFtBKL0Z1sIJzcyHSgQTk6kzU5QIaiGKvLirVnJ9atbifC8s3NOujnsPd/OxeT89z0NQI/ekv9vD+sYVrK1dxt7eBj27sI6izCeqhW6Gxk3A83dwdiHwQylTy37Z1BmA+zPr7fa84dTDZFVlsoFtOikNOMlxT0H7AcKwJr7QoUNncerk06g1G1NBlJoQNt5k1kRBGIifJtddGgS1EHlGUaP2FfKsQJHl0IE/IVjycJVHGspXd3w3B02sEek1dYcPWeYFokaEIq9cHD5MbtAjWnJqGWMQRCHyNBONKH5pcKdPPA3kqEDd5YSGL/Niwqc2RSka2nUd+DM4QCwKus+yNNBB5Vcn4xjd7hZu3TqPra0bUvnSWosPy/5pWZaScHf3gp8lZ1/ca9daYzDYuz+fs4rOK/+BfYu7VXzcSpDWgTSO5XmK+flVnDnzPswvHpCHIBvupIB48SazHynoJOcBKKVIYKz2Yg3rapY8zye0ImtR99r5OySAcYIfDmTch+z7jBUtxFdVvhJhJCGqIvggDJCMEvjWH3Sj86AWIrNZiCAK5T65IpenmbgtpBFBGtgKJt8LX3uRFXKgxHI5ASL7vLT39Fl8MPzQlwPB36cDH0orZHGKzc2buHTpJQwGu6JBqa24QrC5mYO7kUe4Gvy+fc5mc8a4QugGPa6P4aYUWJjDsC6OdRTVcfbsMzh4+CS0r5ClU6VBuNAwNSEw/FBc8w5ABNQ17fwwWXu62p3TWKyBOS8qZjHLJZCS9E6Wi0CzsBpj4Ps+sqRCAckhcFJM01E4R/Ke58EPAwmC3M/m5Qc+8mwS15mn2UQwxu9nF8fVqBOIH+cw5Xk+eS986K2bwXuVJYwUQ7X39sD6YQBPedjb3sbFiy9ga+uGRP7xeIBSFFgllPxvvqZpJpb7Fk7XbLtBjXsKeGntI4rq9GCtWTt+/DEcP/4k6q06CURWodIlEHDMLft0rA2hPDG1vu9DaQ4sgLIokacZaS3lTWhXEUordLz4c+8WTU8HLkEYILfv5+CKNQwABFEgQs9ai76zQBBVJcoiy+Ve+WG7S/ta/Ew5gKzpHeHivdKBjyzJROPx+3nf+DonLIPjswZROGF20ziVgIq/Uw62rnxe8umtQgo0fN/HaDDEhQvP4/bti3I4qAo3qYBcxeOWk78o4XRr1K4qnk76Kk/BD0I6QfFQTPjKwcPI0nzCv3FzldPBD28E/zcnqllz8L+na82sHV3/K09zKKud+Dvc758uDLgaiFNWRVEgCH1kaT4hoLzZrnC5plU0Xp5X2sxeGwvxtJZjayB76vye3+NeK2s8vk4+RJzLdUuQ7t9yrjSIArlerSm/qpxAjbUq30+WZJJmy9MMOvDhW/O/s7mFV1/9BLp7GwjCSFw5AFIqZbmp0k20f/clnPV620y2E0wKJZccAaruFHkGPwhx6tR7cPL0E+L0ulosrEeijVijuD6VKzSe5yGMAgk6lFYw9lSzsE5Hn9WDpoBn2kd1Uz1swnSgRVtMa50JLTYtMI6gF1mBsBYiS1LR+ADuCGSAyswHUYAssUgof4pjqajq99rXks2YvldX4FiAOM0GVIGg63+HUSBuz0Tp0VcoCyMHNk8zRI0I8TCRvZzW6m6qCgCuX30Tb775m5bwTAsOle6/0pauq3jfAVGFtawwhHTT9N9hWBOttbBwEGfOvB8LK8soskIS5Wwu2Jn3bAKaBcKtugDkT3Li3H0Q7HvdTTO4gQM/hOkWDc+jikuWZvJQtK+QjtNKA9lKDye8lV9hWtksB2GAIi9EaKZTNhyVsgsjB8h5oCxYrhC5ka2bS2aTzlpRUl/2WtJxIodcNDubaFQHioWUsxrGAEVeTBwawFoZ6w656TPxy+39sVblbARr0t7uHs6d+zQ2N69L9S9JRiKg09b4voST85xV0FPB9rXypW4bBBEeeugDOHbyLMaDeEL4JpaabCJzUy68OdNmjQU8rIVIxklVuXEAHHzKpytBbgqH/SeOvN1So/t3bnuI1loCnyolZcQc8j2xtvcDjSROqxq+SJ6RKJn9RDedwsHKdIDo5gX5wLqgFTeH6qbhJEK3exrUQpSFm28lv1SqavYAUEXMKp+iQszzNQShj3ScyjPiPRDz71Wl4SD0cf3KBbz++meQJCOEYQ1FkQvKKstTie7vy6wz8IOjc46yarUmPE8hTWOsrBzHww9/EO3ZNtIkuyORzaeRT7ukKawGccEPrBmzLEMQBCi4Fs6fZ4MY1kBuiuMOzeGY5iD0UeSlaMo7d4HcB9bqeV6I++AHPoq8IP9Ve/AU3YMxBlEjou+yhzCNUxEQMrFpVaJk39NWmTiv6QobHwB+6JxH5TKqKStwNPvCaZKJZhWf03GR+POmXaDp751OoQmmYDpIuov75aLHXBcqCANkaYY3X/8crl59VWr5eZ4hz1P4mlzCbm/rnQvnTGfRcEMXgWRDhEENRZlDKx9nH3oGq6snJnw41lYu6oeRPm7uzQ80ymKSCSPPcxRZgVqzJubS9b0qWbp7tYOd/Ok8J2sE1hYsjH5EKSXP81AW9Lr2J0khACAdJyhsUJaOU0SNCFGzhiAMwOmhZJzAlEZKgp7yRMCLokBoy455VtjvoP/me2efmj/PGIPCIp4UuwFaSRWKNa6nPDHNbgHBDwMk4wRhLRS3i7V7WRoUeZU5SOMUYS2srI4VSMEAeJVyKHNy14LAtlg4PjeXXQHKDRtDpV6lFbbX13Du9U+ju7cBPwgFSlgU+RdXvlRKS8tqmsZYWDiIRx/9OrQ6MyIYrr8Y1iN56LzYES8LBjJUVQOlK9TNdAqEzSwHDkEUiAbkdBKb8KgRIUtz+X1ZGDQ6dSitRfPxw8qsALEgMrCjKKrDkqUZgpAeQpEXSMYJsjhDWA8RNaKJg2JK0tD84Ec9AhfD89CcaYqPqrVCEqco8xJZmhEgY0zl3NZcCwzVU76G0kqsiilLyhgUJWAM8qyogDEAmjNNJMN4Qru5PjSnvVAacWk4veVWvrg44uZPyaJVlSs3smelA0DMvQvCYYXArsW5Vz+DmzfftHunMB7378/nbLVmje+HiKIGxuM+tA5w+vR7cfzkY9XNTzTvGznNWTyZpJ5GAHH+j83NtP/CYAquqLjRtStMrlbN0xz1Vg2eUogakWg2xmdO16yD0JdAjbUYAEkdsZYpC0L6jAcxsjRDrVmbEMRasyYPMk9zNGea2F3blX1ZPbWK3nYP48FY3AflK4y6I4z6I4RRgLAWygMMQp80tc1qsObk35Wlkd/xwR0PxtVDtRbMmApUwoCSsjTwQ19QW66P7Qr0hO+rKwQXUFWNXLeE3bSJsqpdrIFrrTqCMMDGzdt44YVfxXCwhzCqY3Pz+jsXzoWFg8YYgyxLKOg5+wyOHH9YhMdNt3ieJ4gZcbinUi5lXkpy2i2V+SEllZXyJDjhzeWT50LJ+PtIUCvsZNSI4IfU4cfoeHYz/IgibD/wrWCTNiyLAp5SotUYVFwWJRqdBpJRgixJobTGeDBGWZQIayF9j01tsQbWgUY6TmHKEo1OEzNLMxjs9jEexBPpKtbO9NlkEaJ6hMZMQ3z0NMlESLVW8v+pfT/7wqYkQUnHqQhZkeXiEvB+vRXGlveZA1g328FROlfNWFbcz2Jz7kL5+HPSOJEyL2vzWqMG7WsM9wZ49dVncePGG+j1tt+5cHKDW6ezgMcf/wbMLy7fof2qNFMpOUlGyPB73EiYhYXRN36gpZzJzjj7jq4PpAO/Sqo7ka8faARRKLm9IPQFM+neGwtmkRfiD/qBFkHJk0wCIvkun0xTzgGR1dZpkqHWqCGshxZ+5k1kKDxNWnHuwBzSOEU8jEUD8sFIxwm5JfZBh/XQopyALEkpLeNrcT9MaRDUggkNSHtKppUPepEX1i8sRPi5esYKQaB8mLRUOtCCE3B9X9aI08AcvnaWA07TuQrJLUC4n+UHGkprXHzjFTz77M/eVTjv2UNUlgXm5w/i6ae+GfVWUzaNTx+rf47OxG+0QUyZFyiBKlApK0c7HSeE+k4ySWAbK7yuE+95HqAZm1nlQ1Wo0Ow0MLM0g2FvBFMaaIsiL/IS2ldQWsPj+rUxGHaHyJIMo8EQSTxEXmS2pddHuz0PGAM/oO+ut2rwMoWyKETL5k6wkIwT+IGPrEgr/9AGQ2E9hPIV4lGM9myLBHqcVtFzXiBNMuuXV4cnrIeUg7SReZ5TRG6MgVFAFmekre2ZI3eHnkU6Tsnkex5ZEOsC5FmBUX9kTbw/8Xck5KUVIhvU+AoewwudyB0+4AcaeV5F5Sx8HGxpJydujIGvfcmglGUhh7cocikjn3ro8beUv3sK59Gjj+Ls2WcQ1iIRQvYVjb1JNrcc2Bjj1K09z/p9VeChfY1SU/Rc5CUFQ1pLpMp1EDYrLoDCPbn1Vg1N++D90EcWE7GV0prQ1lkBpcnM7qxtYWPzKnZ21jAadau0xwShA4OkfWitUas10WrNYX5+FTNzi1Vg5BViznrbPdTbdSgrRH4YiH+ofY16qw5PKzQ7TRx56AiuvX4NcX+MPC+oF8qpFOVZgVFvhFozIp9UOXxSNt2mfS0CxhUwzQAQXyPPCoroE/Il/TCAKQ2anaY9tIUIFVmEEr6vnZq8nkje86FmxWIMBPTixhGSjsorpJXyKR6RvLWT/pOKYGkQj+L7E87HHvsQCcoU0IH+O5QqAZRXJW+dyoGxTv1Eeikj807wsUDq7m4/jYBx1aS25wCqMdMAAOyu7eDYY8eR3N4WP5eFGAFw89I1XLv2Gvb21pEkYzD5gbYcS+32PAaDXSTJGFFUB1G8AHE8RBwPsbFxDdeunRMOpyCoAQDa7XkcP/Y4OvMzKLJCAC3aWgg/8JFZc15kOUb9MYa9IZRSiEeJ+G+M8MmzHMb6sp5SKNIcpvQkMd/f7cGgRJom6HU3EUZ11KImoloTQRCiOduU50NlSI14GJPC8BVqdTpYqQ1SiyxHWAvF8rEpl1WSpua8NFf2eDFOlnKtgc0DW184DCjo8idbR6Q/y/rIAna5C9b1CxJOFpbQiczYYSc0EKUlAp8iUFOaO/yZaQdcQL1BpfL5vW45crpkZmAQ1kPMLM8iGcaIhzHyrMDe5h7mVxewu7ErQUF3Yw+XL7+CGzfegNY+teGCeldos3KEYV3Q/VFUh+8HSJNYmDuKgvJwaTqmhLEfSvJ4d3cNu7vrhOQ/dhbKKChNB67IcpQFBUnxKBFNmiUZwlooOdOiyLG+t469vQ3E8RC+BWQ3GjMwxqDX20K3uyGHqqL1yaUkCJBmm5s7gOPHH8f88hKUJn8urIVEHmE1WhAFAiVMRokgkZTHaacK2Mw1enouNk3kVZUwN57IbDnZBXZLBU1VWlQ6OIsSRnnwCk/k4L6Ek/NvACp/hUG6VkjdE+iCHNj/0D6ZmTIv4fuTPJhBLYRSHtIkk4BJgBiAROlKKdQ6TcwsddDf6UsuMwh9DHYHSEaU79td28WlSy9ia+sWsixG4IfI8lTwpaWt7Jw69R74fohr115FliXw4CEpckt8W8LzfGhdWQmlFNJ0jDCoQSkfjUYdaTrGm29+Fuvrl3Hm9Pswv7Qi6TBjDMqEtBFnD/I0x7Dfw+vnPo3RuG+LDhmyjK594mCCGPSU1PQzVOxzpXRA+jpAlqdIkktYX7+MQ4fO4qFHnkGz0wQKEjSO+DlgieoR/KDCwYrmUp7kkEloJqkMTVGiNAalTS1xcMn7A1T4V04/cQDk/j+b99IrKYZp1O9POButZoVXtA9K+mBKIz0yAETNh/WITLTkLslHCQKq3MCvEDoMPHZLbsrBMAa1UIKj+YPz6O/0qRPSpwh9PBjj2uXz2Ni4iuFgD4UlsyqLAvVGm66ryNHpLGI4JF9zefkogiDC+fPP2QiUgLJpOra+k0KSjMF01HRoavA8hdIUSBMiL5ibO4AsSxDHQ7zy6m/gqae+Ge2ZWRRZjqgRYWyj+7IskSUZ8izFyy9/HHE8RKPRRprGTiHCF04hRuykWQxkEHAN+9p5noIJW7mNlw/EjRtvYH39Ck6efBqnH3mCgrJhIol25Su0ZlviLsXDGImDd53Wlm4em0Ew7F+yu+aWi1lQXbAIV7KyJIUxpFVLj2Sm1qjfvZz8hQjneDhCEATIbOMY5cCUtJ6yY8ybU2TVjcBh0AhrVE3h08YgBjdVQT5JZR4a7br4SO35NjoLHYx7I0SNCJs3N3H+/Oewu7tG38cHp8wxN7uCwqL0h8MuiiKDb0Ers7PLaDZnBS2TZTGU8kVIy7JAlo6FR8mz1ClhWEeWxeDJcQCws3ObYIJFBt8P8dJL/wWPPfb1mJlbRJZWwQV3eXa7XTQabSp1JmNkWWz/vkqm+35oGT9IAGu1JtqtOfQHu4AxSJIxyrJAvd6S65ApbpYtpSxLvPnmZ7G7u4bHH/86tOfbaLQbEtTMH5jH2pU11NuUwyWSCI6eq3SY4F+t4qHq2+SkuiAKqVJk21O0zVFrrVHAphMtHqDqlyoFQJIkk9Ti70g4W7NtJMNYkDRlXtCXWEQ0J9qlygOrZVGg1qojHsUTDjcLYxCFyPOcSozWR2VnGQDqrTolmz0PySjBOBrj+uvXcfG1c7h48QVbrar4L7kVVZsAu3vrwmrBfnKcjOB5CmfPPoOXX/6YcBUpTyPLEszMLKEsiRIGUo7MJ2rAzeYstPbh+yF8P0C3u4ksJcxip7OI3d3b2Nm5jZmZBRRlKWAV1jYLS6uYmVlCnmd4443PoN/fQZ5naDQ6SJIRlNIifFoH1r/MsLO7ZosCOZSlFqzX2+j1tsRtqddbaLfn0e1uihbrdjfxyU/+HI4ffwInzz6G+QPzCKMAV169gmSUYPHwIvnq67tizoUXIPQFtMKHK4tT8SELW2UyhqxnURSSqOfAlDs6S6likebUGpRW0wq+8u5fOEsLt2K8YIkCSnvIc4KTsb+S55Sw5mjeD33RehQ5+2IyiqzSnEVeTuRN2RdK4xTKRor97h7eOPcctrdvYjTqwfcJbc8PgbVmnqVCbFUaywmpAyhFGMIwrGFt7RK00hhnA5RFjiCMbPffLsbjPlyGZib2CsMakmQkDj1xEpG2YkqXssytL9qxKTfbnZhk0A4AWGsFpUI8+fRH0O/uotfbxo0bbyC3pBIuaQS7UkzM66a8uKEMIKrzPCM0VJrGAvgejwcAgIsXX8CFC8/jwIETePK9X4+lw4so8wK9rS6iZg1LR5awc3sHcCp9yTgRAA0HSIXVgtJ27bzXDye7FVzO/TylzAA/Z601PGtB7zb57gsWTkpHKDlVlIx2AL424o4akaCImJiAfc7CY2Fk80klSh1QxYIhVnTySJBYSHe3N3HhwvPY21snMxc14AcR4ngoDxQAlEfRvDtW2vM8ZHkqJjtJRrhy5RWJisuyQBBEYCpFpRT6/R1hvJAUCCrkdp6nVljH8K05pYhYAcYh7M+rlozcBm9cPeMH227PYmZuAY1GG7duXUC/t00prVqTqGOyhBjwPM8Ojq1acIfDPdljbjQcDHYp+2CzE8yuYew9rN2+hGs/9xre+95vw1Nf9wySYYzB7gB763toz7ehfWWVhRZgsx8GFilmMRDas6gokg8v8KrnqhXq7QblLUsDz1bXfLaqVmBZgIGqEnZfwumSBiil4AUVshqwEaZWgncMokAuXvkafhgIeoVTEBy1JeOEhFx5tr2hQh0prbB2/QYuXngeW9s3rdYwSNKYTDQ8HDhwEuvrVyiSNblcYxDUwG0BMiQAHkpTTQQuigxLS0dRr7Uwjgf2c4itjTVkFDWgNfENrawcw9bWDesjMiMxabN6o42ZmSUsLBzEwYMn4WnWlCEUqjxfYcuteUrTeaNmDWVRYnH5IOYXDyBLiFFjONzDCy/8Kh08r2Je5nSWUtVMoSxNAI9QY1nWkz1QSgPGiIYvDWFwAWB97TJ+5qdewIkTT+LkQw+TCzVOobSHzmIH8TBGrUH53NiCSZhEwg99MeN8X6YoURiq6hW57cfSNkvDSHkuX4JSj9oKKccd9yWcnlbQYl4sO4Y2UtcGbKUiVPJvrn1X+UwtWoTRMQiqmnto+2gYOJElGYb9HiXPuxuo1ZrIsgRa+SiKTFDU3e6mpfCzvPOWQYLykhVXPJ1qjdKQ0IVhHXme4vbti9Dax8mTT2N9/QqU0vB1gMQSxrIfWJYFbt++NMEszJrV8xSyLEF3bwMGNKr5+KnHkJpkIr+bpzlMwLnPmAQiTqUmrbWGV/MAhAiCEPPzq9jevgWAaAQZ4M3amykElZPrDMMa8jyTvi4WnlqjiTSJKcsQRtjrbmAw2MOLL/4aXnvtWRw79hgeefL9iBoN6ECjFbYw2B1AKYX2fJuQWAnhPXlxnOCHgVTM8jRD1KxBKYoTjNETRZSKZ8BIfnM6ffaOhNNNvOvAB+Nc+PQopWB8I/k9RhT5eopRwgomnHQEoWcKSSOFVmOOBkO88sonJPWTJHR6a7UIqcUrhmFNkuOCN7RJ8yCIEEUB8jwVDCoLlTEViatSGvPzB0VbGmOEu5I5R8OgBthcorGad2IysaXR7vV3UJY54niIQ4fPEBAl8CVBzfuV28oMYzTdNBz70EEU4P0f+DZcvfw6NjeuotffQb3ewnjUR2Enl3ieB9+PKjeiyOHZ+6A0TyqEux484aQqyxLjcV8EGQCuXnkFV6++itXVkzhz5r1YPLwk/mORl6g1a1DaEwyEtqBtskA2O2MhcWlM9X0d+AJEMcYgjdMJZaYDwkBQNe3OseZfkHCyKnaRK5y7K/MCXmA1k81jcS2V/U2uvxrPCKgApYHxjEVr09eHUQDla+xt7uLzn/84ut3NiUqE1hrN5qwIlu8HGI8HaDZnkcRDlKYAU13neYbAD1GrNYX+xnVDmNT04MHTePjhr8Fzz/1H8cuMKSklkzMsLUQcD1EWObRQ+PF3aQRhhCLOJZhYXT0l98PQtipNZIsYyrM4AotgLysYGh9irTWOHn8Ix048jPFwhDxP8fJLH0WSjCRgS1M6tGFYB7yKpdjzFLIigY+ASGWzBIsLh7DX3bCCSWQXaTJGwf1GRYnr11/H7duXMD9/AGfPPIPWbAfaVxgPxgiiAEEYSKmSuxb42aiI8BZEUZNbWanA5FE9EkFmH7XUVuNmb12+vPc0DYsjzFPbi+1XbRZBFMqmMp4xCANR8YJKcsuZSllUko3WM2pf0IGPnfVNvPjir6HX27LarIRMRbMpH47Sx+MBaYg8JcH0KFGt7BCpwmqxdnsevg6sFicmYGbzNaZEa66FNI0RRQ202nN07XkKeB6CMEIUNYQXPs9T1GpNNBodaxFySj2BfLqDB8/gxInH4YcB4mFCrkxJ1INU1bG5TwteZvharVlDUAsQRIEFMQf2oBhbA48wt7SIRx79EGr1Foo8Iz56pSsf2RiiMSwLsRhK+yiLAmEQ4dDhsyL8STKSwImrU0WRw9cBiiLDxsY1fPrTv4Crl15HWdg+KZsaYz6qPM8F2EOjgCpwOJt713JmSTpRQ2fMAAfP9yWcStmke1QNB3ChchyF5ja3xehs324wCTTlIcNaSBfo+J9hLUQQhVi7dh3PP/+fLf9OaQVRYXHhEPmIRYad7VtCSZ1lCYoiR5bFyLIUmfXD5uZWEAY1ObXN5gwOHjqNdnsejUYb9UabTrAxaLXmsHV7HePxAHEyxHg8sAJOWvHYscdx/PgT0HZESS1qIknGaDQ6dP12vJ9SGsePP4GHH36GXue90ZYkVld96EwG4Yc+glpg/WHP1r15fA0FE27/+mCvj7mFZTz55EegtA9tRzua0g5V9TwZusCvFwXxcQ6GXdy48QYJvD3wRDJbohpjTZkNSkkVMDC4cOF5vPTCx9Hd2qPCiFIT5A1BFIIxnoDViNppqLNamStFbrGG+rqMaN+3Wvc067VmDYPdPlUPWOA8T4DCQJVQZVPP6QeX1QzKkyQsJ6ejWgjla6xdv4kXX/ovIpB04jRqtRbCqI7AstP1+9twB38yDlPrUrRjHA+toGoo5VtO9QC93pbjqwXw/BAzM4tWi2QS2LCGX109iVNnnsIrL39CAjIegLCzcxsAVWQ6nQU88siH0JmdQxD6GPZG5KoUkPRKUdhMh6amNu1r+D49HPbLPI/bjS2NjcVMZinlD72YfNKZmUU0mx30ezsIwgjK08gtb6bneeReOCNlDCZpslk4giCqgBjG2M5Qghpqq1E9T+H27UsYDrt49NGvQ3tmlroIDJnwnHut2HUzBMImberA7pQnAsnWoDBUcTRFCc9/a5/znppzPBhTZcee/jLnFgCHJIsJngIfxiK7o1o4QTkjflfoS11c+RrDvSFe+fzHwUy3rPGKIsdgsIv19StYX7+Cne1bqAZElRK1w6aLknQM3w/Ex+T3xfEQw+EeWq1ZyIxG++CGwx7lA23ahUuJhw8/hNOn34cXn/8oNjauCrEqI4cKC7pYXj6Kxx77enRm52yANwnmpft2CA04JWfBwmGd3KKgRv42jY6pKiZKe4jqFDyx1lG+xpEjj1ohCiS3y+VOvvfSakVm3Oh2N6mQYEr4fogkGSHPUjHrvAe8R/QaHea93XW88cZnkIypjs9drAJvLMsJLe95HmrNGuU6bbaEzbf2NertBjzbXOcSZ7xj4fQ8T1oVSJUH4ltMpEG0ss1Snm0VoJqySz/Nf1dkVLbM4gznzz+HcTwgretMIAMqljIe9ZKmcQV68Ajmdur0e/Hkk9+I5eVjyG1NmmvN1fRdDQ8eZmaWEIZE8V2UOaKogSiqI8sStNpzOLh6Cq3WLB557IO4ffsisad5GlnGlS6N8XhAI1eyFEtLR9Fsd9BoN1BkObVdCGOGFugc15fZ/LH5ZlR7wcDjsuqXUjYh7ilFD9p5HgcOnECnPW+BI4XNZ0b8BvoOm4dlKhjO4TIU0LOMw8b6qjA0AMyDJ0pA257y0pTY3r6Fz33ulzHo9iXWoD12eZ5K6d7MLTrJd6J6Cn5yxINx1Tnh8GO9Y+Gskq1VgxQ3o3EPCfeac62deloqGBb7mNw+Wm83pKd6d+e2lBmDILSOd9VzVBQ5ijLH4uJhnDr5NFZWjtPJT8cYjfs4f/430ett4dFHP4THn/gIWq05JOlYTJZva9RplkhA0GrNIQgijEZd5DkJ6WCwh9trl5DnGT732f+IXm8LKyvHJR2j7Eg/JgFYXjmO1UMnCJ8ZJ9Z0EfNdkRUCgOFDTAh52h9uAuSDaooS9VZd/u0pMs9cPlS2SFFkhQVQBDh85BFKH3meM1XOq4oOVrio2hWIwIVhjYTOydfSgamuKYrqWF09iXq9hTCsIQgiGFNiOOzitdc+iXgYUxtI4FNPOhMr2Hx21IgoH16UyGxqiZUbKx43QL7v8iV3S3IqgAVSB1o4JJVS8inGGGHeYCEm1W5BqCFFkMk4wcsvfwzDUY+iPzu5TDkMypwa8jyPuMq3b8lAK9g8aVnkWF+/inZ7Adevn8Ps7LLN5fVksFQY1q12YCodenhlWWJn5xaKPJP0UemHGA67WFk5hsFgr0pl+QE0gDQdo91ewOOPfxj1Vh0MtjVFKdUxbmXmShA/hGREGtgPfatZqY2kKPOJLgDWvl7gsQzZ9ofqoS4tHUGrPYc4HlJQJGVcYvoT3IHVrLC+dlHkAiDhfxcladYwrCHLEoxGPesqVPMuPVBeeHv7Fi5d+DzOPPK0INmzMeMGNLK8QBanVS+7oqEJhHxXSEb5BAD97ZLw99Sc7Ae6bB7KRm1lUXXhKUWmu8jyiVxnEAWU21SkNRgOd/Xya7YCYktwgCT1fT+QsSB5niFLyTnn9IiyKPB6vWXryGNsbl5DmsbSIwRAhoky0shT1Bc0GvUxHvcxGvWoolJa6peogaLI0G7P4eaNNwX5xBNzlVIIwzoeeeRr0Z5vw+fxL2WVUglrITGJBBr1Vk0yHMpG7i5MUMC8mtqYta+tebV8Q6Vle9OeRQBBNFCj1cSxY48LnlNrn0y75wmKyrOlT0/ggPS3dQvb42oSuwJpMraBSyCIf4bvKe3bTIbCpUsv4fb1q3Jf9VZNnp+nFYJaCJcFmmWCYIS+kN9yXjSM3no469ukkjwxJ3maTwQ5E830NjDyw0D8DEakABUe0POo0rC1dQPMvcQ5xGpgU1VmDMOa3VyKpn0/QBTV0Wx0oO28It8P0e1uIc8zNJsdhGEdjC6qcm0Z4vEAcTwEE+7Xak0pSfp+SEGG8rG6egoGBv0+ASkM6PdZmuDkyaewsnpEhI6Bsjrw0Z5tYXZ5Fo2ZJmrNGmqtOmrNGlozTSpc5AXScZXvY1cIxhDtoKXJ8VRVQYvqETzbb+VZrCUHV0kyEr79PE+tP24j8rK01TElKbfV1ZNo1NukGa1WlLnp1uesgqIMQRCh0ehgZmYJrdacpPiyLMGbb36OulJtQyHvM0qDLE6FBohBHeKLu+zNIR3iePjWDW5vozkhoFnlK0my83JxmMbm8LI4JXIu27fi+5VvkmfUqtDtbiIIQknfkC9EKQwe/pTYUXusvUg7UXI9zRKLVieznaZjFEWG9fWrGA27hCRPxlhePoYPfej34vDhhwBAolOO2In9jJmYMzRbs9jZuS2/L6z2jeMhlpaP4tSZpxDWaThCWRgkY0LVNNp1BLUQo/6IWkY8246iyTTXWnV0FjtUrJDOVFtzt9Qw/ACpYY781syWDD37eS4pmlIWiZVXAGCZyW4PZGF5rprNWZw5835oO1E5tM18biVMW6vECX7ObAyHXdvLNLJtLISKuvTmK9JGwocVVuvzlD3GdnK6KR7GE3ye8TC+Jyrp3prTJoO5msPoI94gbnIj804lyqAWIrY1cKXVBPUJjMG1a+ekqsCzw5NkTHhMu+naRujG+kNFmUswwkJWmgLj8UCAHs6JgdY+Gs0ZDAZ76HU38d6v+UZ847d8L06ffi9arVl4SjHThBV68o0bjQ62Nm/AD+gwaeVbuFqJhx76AKIGve4HlHBudBpEaQNq+Ku36hK5MhIJqNofonpkfdFSKm6EfyztpDYLoPEoEe/28XBBgwWh2eiIKefIWnlKDpbnKbRac9Lgd+7cp7C3tyHalTGrPKYlz1JbcavIgSmTUkhvFe9tkWe4eu01DLtDlEVFx1M9gooY2K0McUGCrbHb9v2OhROACFJY44Z/rmRU5KVFQVpSKU8cd/qZVOXjQYzNzWvWpGgEPqFwGBupZDQzs6r5YKrFJB2T32fbc5XyJbfJPpex459T2wbR623hhRd/DZ/+jV9BPBrj+PFHia6xvUDdlrY+XRS5hcj5qNVbyDNCFflBiMAPsbx8DO2ZWbkurgkT9Yylo1FKyMvY2oT1kHxGy6inA233iRmXqxSdZzWL/QI6nEUpxQ7mMOIgs1ZvWR/Rl9q+0j6KMpeiwng8QJ4R+mlz8zpViCzin8039VwR6p8rZFprdNrziKI6tA4QRQ34fohmc0YqUsPBHq5ceUUqgywfWZJRxSsgvEVZVuzJnibr6xKC3TcqiUN9To1wUOSeZCbsKkD1VT5AniaomlKecAVtbl5HHA8RBoQu136AmZkl1Ost7O6uC/stt1FU/dEW6p+lEgzxewFITZmuUVlIW9UXdP36OWxt3bCBVUi5S+ekc81+d3cdzWYHm5vXpQrleR5On3k/wnooeV/eUELdgPxuRb1MvEdMr5hnhZQp+cEBpE2NMTAJgWmMoWwGp5OMJTHIkkxaqJkmpyxLdGbnUas1sbdHsEJlDAI/RBTV6drtANeiyAWlRNmQzAo7XUcQRMjzTNwj2PxjklQWyaASMBmYpn1sb9+UzlffHrwiqwDknlZAUQ22KPOCMJ42bjEedVq8pfy9nXCy2WK0uB8GE3VSiTjtg2OKlUa7AVOW9JDKEmmcYnv7FoIgQmKbyGgy7hq2tm5idnaZHqzty46ihghkGNaqgCnPMOjvCoaTr4Pr3OwvuZPGgqBmtWlCY6WtieI2CM/z0GzOol5vod/fAVM++n6IdnsBMzOL9hCUgt6XCpCmcX5M6lWWxEWaxeQvEicQUSHK9DbAsuBRWsmzFkcqQRbdk8bULsHuBPMeEQUhDV0NLBd/lsVotmZRr7eRZ6m9v5xcFkZlWT+SAqVq4vCJE0/gwx/5HnQ6i4JuypyqEwVVNH+e3a+yLDAY7GJnaw21Zk2IEtxRjHAKLyzcYT0SVyWsh3c0zX3BwmlsJMl5SmOMmBWgCogk8gSddPZBmBShyGijd3ZuS881ACwuHhZ0j/IUGvU2lPaxuHjYQtTcQaAkeH4QCsg2Scc0stBODQvDGlrNGdRqTckGcJeiJya56scBYMETJebmVkQraJui4s9ozbTEBMnMTa56eR58XwuhA2MUlV/5j8oxX5QqospQkds0nH2IxiK84mFc+fp5gbIwMgiBx7zQ/lePT+sAg8EujQO0eU2tfTTqHduYZwdL2OCnVmuRACiFra0buHj+JXS7m5VPaqP8osjRaLTRac/T66aUz8rzDK+//lkM9wZ0GC1ZGpe8iTNKV2zIepLZJR2nAiW823obIi/rG1rVy/6kC97lh8YQqFI5arwokca0kYPBLiW8tUZZeijyDHt7G+AJHVvbNxEGEaKIkOrjcV9gYVXtuJSSWVlSSSbLEmvOKKXC4+/IrFcPj4tWNKuzRKs1h/e977fj6pVXMBr3xa8aj/tIkjE6nUUMBns4ePD0ZA2Y3Q0WooIiVM+WiBiYXWQ5gbNNBcZm4rLACm2eViabUzEkQL7NCBQCTKa/VwLSjfxIRjbyoFtG+3N+stnoSLBJNI+UZw2CyCK7KBuxu7uOsixty7Gt+PgBvNIKlZ3bzjlftlh5lgqdT71Nli60ox7LvEBqHC5Wh3mQXrTTn++hOe/dpmHTIQAw7A2JSQIVMNYUJYxnZ0R6VQmTH05Yi5DGRPU3HPaEpN7YqoVUMACMx32b+giwt7cBYwxtbhrblJKmTkObZK7G1ZWIkyGiqAHlaRsQUPWoVmsiTcdWexaS3Pc8hdGoj/nlJSyufguuXXgTaZZgff0ygYvLEoP+LqJaE/PzNMk4iALJVGRJRszKztgYvg+KvG0rNO+jqliftdZCxx01axh1RwBygGf6eB7KjLIieZ4jqoVI4pSorr0qmCiLElmWQtkZ6DokPzuKQqLf8Tz0+jvgEqcpSyg/QBDQ9BO3950LCVJ0sfldY6j1ZDTug7GuxhjE5ZDcA0UAm83N62jPzpLyciho3E4ICSZVNT9JaYU8vU/gB4CKxlr7MrtGBNeqbGoLJhVes41b2qZbojqBEuK474A7yDRwA1YQRHbaQkElOauFYgtpU14VhDBgmDeVy51JMoKBkZpyEEYY201lOF5mo3DmTbrw+kvI0xyD4R6OHn8Ic3MHrM+Y2fZi+uzcuia8tI2+maNd+5rNim3DMIIwMqWxAGMD31bMypJ+X0WPnrhQZV4SD1RKHKCNmSbqrTqCIJAcqSlKDHpdEbxOe55cB3gTMym53i45TGNkT1Lbc09puRLj8YBYU4ocnlJoNmelKY5GWpO/qqxV8pSSRP/u7jphVQuD8WCMqFmDO8SAVzJOJoaIuezM71g4mdkjZQbhqYK95xHyBCB0M/eDhDZd0ug0MbM8C2MMtrZuCRDWSF6Neqy571pSSPb/qYyWiY9ZFLlEoBzUVLOQlIXAUVGAy57Uu86pCxv9l1Q7Ho8HuHXtEo4ffwzDfg+BzWn6fgjlkUsRBAHqrToJlvYIaVSU0h/E6SMGfEhTn1e1TxPwWCNPMmFWBogxQ/tKiMmScWItDU1C9hTxbnKKiShlqKt1PB5I1Www7CIIalg5cAL1epuid6XRbi/g6NFHcezY4zh48DSZd09hNCTBThJqAVG2kgRb8jQlFR4OHz6L1YOnLPpfT7gGfMgBYDjcE356budgDZqn1cHWtoqYp7nwjt4r13lvVFJe1dUZ08lCyRUhU1Z+Z87IGUtL3Z5vY9QbyUZIOdKiuVkAPUXVior1rYFanRz2wOYaSciUwOo4QGIWjna7SjiHYYQwqlMkrpT0fTNdCx+y8XiAz7/y69Q2AIWUK1Lahx+EmJlZkooHpXg4qKL9IRPosjiTNuQcZmmLFu5Md25h8SxohP7QE7xCPEwkRwxAgqNaq46wHhIhbJqJgGUpUaI3mx30+9vI8wxpGmNu7gBarVk8+vjX4tEnnqE6PGtSW/IEaPQ419+BCg9qDPUVra9fJVhhc0aY+cKwjiisIwgj2cfhcI9G3RQ85Is6IjoLHdSaNRtMUqqJoZcMqr4v4UzGxOnNvhKAiXIaLz5JrPEya+qMIUZfgtFlIlRM5cdP2vOUlM5yywqXJCTUtVqTYHCWxSMIIkRhXUxXZkuZaZrA9ykXORr1pfMyHg9QljkCS5bAmjUIKNA6sHICo1EPS4eX8fh7PmhNO7kfrdacoG/SmK6fixDMy1kWdI860IIv4Fwka0xjKvpHjtwNd5/aJDVX24T6pzAYdYfQvpJ5R5wp2dvbRK+3jXq9hVq9JaXg8ZgqOocOncXy8lGcPPkUZhZn0Nvpot/fllo6pYaSyue0BwqSHSkk32xMiSLPMBz1wGASY0ok6RiDwR4l8H3yc3VQAUxc9FGFtcikhyy3QnrfwhnVacCmjJlDNZsbsNSAcUpfWhJ/Jvc381xHzt+xH9npLKDR6EwERkWRUQ7O+jGnT7/XooRyDIc9m7sshCOzNAVCS57A1SWu9nCEPx4PxDf1PCXtvWzeszRBr7eFeqONsiww7BJJ2OrqKZSWsItSWtRLP+qNJCAi62DvT3kYD8ZCsprFRFAQNSLhpecghgOOwsLI8jSToQpRI6I8oVIWba7RmGkiiEIJgDwP6O10ce7cp7C7t440IcDxcNjF9vYtGGPw1FPfhEajjfF4QNyfwxhvnv/Nyt+2QhhFDakqwVCNnpLthN6KLIAmz1NJ6zFdZJYllLXQPqJaE1r7GFn4Y1SPENZDmJJ88lF/NDFeXIYgWLoeF/s6ve4ZrU+P/jPMrejMtfEswT83ZSnbdRk1Inl4g16XAqoiQ6+3LRUcU+bS88LMbp3OAs6d+xSV3TThBLlSUTDuU/lYWDiIW7cuwGdkeUbaNrKkCby0HyBNxrYpzLYOB5HQvty48Qb2dtdx9epr+Ibf9l3EDQ+IELNQRY1IUj9cM1YWMRTWQiSjBI2ZBuE0QQMQPI98MAI4WNfHUiOOusPqoWmaTcRFDxpYRW7reBBLt6LneXjp5Y8iTWK6ryyW0i3D527ceIPobNIEjWYHa2uXsLOzZu+ptLnUCnzM9I+5RfxzOo5nmgpAxGrNKt9cE8VSFBmuXXsNq6unMLO0KkMheDYomfIQRhuBVsL2trvl7XcknO4gUADQSqMEtYlqW8bLwY39VDFJRhQZt+fb2Li2AR34GAx2pd+aO/yEwi+IqOGqKJDlKXq9bWrNCIkqsCyqyJDNTRIPsbZ2mYQyTeApJbMVszytGNk8DT8MYYJI3AQOnLgypLWPwXCPHuyFyzh69hQeevhrcP36OWitENmyJQ8uUJZuhvnPw1oowtPb7onmU1rbXqsqDeUFpGXdIgZTAnoeMWWoRoQ0ToVQl7nfo3qEC69/3vYCFSizQvYutT1UxpTY3rpJiXblE8LKlnObjQ4Ku/9RrYnQ+otpMkZiT4JnIEh5rrBJKsoQmQU31aVZDGbE8y3aKcsSIgZb26Fqlr3uNE6JozUKARvFu67MfQknUxUqrxrz4fs+IruBxhhhqa01a8gdYY4HY4x7Y3QWO0jTqk2CkdpKKZRWkzF9DI0wJIaNKKoTo5vtHx+N+vJAJUdqF6VGYqETbDRnqG04T6FK4rk0JY1F9P0AzeaMaHACjlAE+sabn8XKkcN46MmnsLR0BJ2FjswoKosCWUpFBD/0BQzMbkxVQuVZQaTlh72hHQcD5P2K4YQPflgPUWvVYYqS6B6t8HIqJmwSpfne1jauXPk8fYclLmu355GmY6EV94MQzdaspIyYSpECzDZMWSBRI4zHPfR6PLeIUk1RWJcDXJoSKCuCMqbqKU1h3aMKIc+fkaZjFHmGuQNzyNNMau7UdcukZpm4eC7l+n0JJ/cVe7YOXWQFohlilONUCteDZXZiwb5pZfZpgkU1FZfpotnEKKWpq1FRCZPxmm55LrCA4LLM4fsNyV0CpH2TZGwpEoMKxa61PdEWnFLkqNdbqNepf3006lYbl6fodrfw/Gc+ig9+5LejOdOkgMZG67VmTaL1ZJwgqkfEzGYpWqJ6iCIvLeteUw6gm4QOa1S6zJKMSp5x9eAyS1wRWoQSc8nHwxjxaIzXXnsWWUZsyGyO2+153Lz5pgSCZUm9PjJ2vMgRRnXE8RCjYZf8BMfP9JQiwLL2kVifXXxjU9h8Mfn2bJEAIukNwzqMzT8zK7MfhBj36HO0T6mzsEYjH8N6ZGcvmQmLfC/Nee/aelE1nMHSbMejGOP+WADEfCFlXlg+d8rrcQmr3m5Iq0eeEwsw8xpxnpJRLrVaE6WNFoMgsv6Nj8Fgj9guikwQS7wpFCwUaLfnxVxyvbwoCok4gzDC4uJhHD/+BJaXj6LVmhVtXgVTChsb1/Abv/oL1ZwhHlGdl2jahHhrpgU/8BFEIYEebFuFb3mCdKBtLxHg+1rIWYNaQOVNixKvteqC8TTGYG5lDrVWXabJ8dSLq1dfwc7OmpQAWUMTPlOh0WjbfSDon+QhlaJe/iyWejsASSf5fiCtHcaUQszQbM6g2ZylIbxFbpPwFDDB82wrRypa1+0o2L61ZZWTnT4XTKLfBZhs131D5oAqzcDyTSkR4ml0x/5xuoSn7xYZ0fxlSWbprZUFVtjeFafSFAShUM4wuy/7UMz21uttiTPOgQD3/cTJUOrKnDflAILdhVOn3oOTDz1KhynQOHH2EWzeWsNzz/1Hqd0zG8ba2mUMfmMXH/rQd6Gz2BEe/Dyrrpv5LClwsvPby4rmMIgCFNy77RFgJE8yYe4DqgkbQC41aV5ZSs1gNy5fwuVLLwtKK06GaDY7eOihr0GWJbh48QWMRn0UlgzX9wMk8dBG3tQ5GkR1e1hzUQie59kyZ0UMxoLNCX7eP3YPWCnQc9PCMUX3SJ/Z2+ljPqQOCLePn/lbyS2iJsjpsZHT694VIks5UpEdVOrYzWXRZmbU9OUMVJXWg4Ic5/n5VQH6BmGEIKQo0xhjW3qZH6mi0g6C0ML1rE+qyWdkPnY2cwDgJuaZz4gps089/JhUZriSc+AoTT92F4N3h8MuPv3pX8Tu+h7N97HVDs6OpzHV17n5jB8aj8Rm7U2tGkaqPjAVeYS4JXbwgyCCbJC0u7GFz3/+49QdWhJ6q9mcxfve9+1YXD6IjY2r0rbM6bbBYBcANewxtQwpj6ob0xiq0Gnbkk1TQjSGgz30+zsyvAFgK2Shh2FkBZtq9RStUwMbPz9GbrGVKO0ISdKsTK6gpH1jusT5BQtnnlui01oodV2ujTKmUXKeFs+ofG3fVzhTZOlh7OzchjGl7R0nWB2hkBhbWE2uFQhelsqpBAhnGNv+IsppBshsKZTLmtXDJxOyunoSnsfTg50SbGmwtHKIAgxTVcO4etXrbWFz87ol5ddUnjWUlai36yjysppAoavP5QgXgDSOAZAypLJAjDzLJckPY6TAkac5Nm+t47Of/SXJLGhFlmJ+7gBu3bqAZ3/j57C1dQNJ6nymzft2OguCYQDgZCeo+pPnqYXOaVEM0l/lKemrYvNfyUMmiXzu6a/XW5L1CMNQJtuVtvWE9oaeQ26nFMdDCpC1o9zesXBymZIH3AcRcXtzItX3ffi+L/w/AJ80BpnaXhEb7ed5htGoj05nEandEGMMWq1ZosO2LRj1Wkt6hhh8oJUvSCTPI8gdMcTVJZVBAl7dLKc6siyVHh16kGTyszRHvVXH+5/5HZibW0UQRLYtpRrpHATWJ7QnvCyMxSWS5uToHR7V3VlbcsKesQdMe+jO4wxCH/2dnkz+5WBpb3sbzz//n4UuJwgihFENtXoL/cEu3nzjs+j2tixYOkez2bEWpI5Waw7DUU/2ne6XDhWb5aqpr5D8ZlW+9OTfjEmghD1pUKaEZMvAAS75pikl4O3elYV13RTBKWEJNwh0bVtQyvtMJbHfRiZW0+gXK6AUvefC3hHWiPPcM1VaRUp21sSSi5ALqDUIItTrLdF6Jfe4pLH4lfZCJLFO7RNEhBBYfni+ViYKYCIvckXotDM1TFmyj0gne9gb4saNNxAEIZ5+6ptx+crnoTUl+Wu1Jg6fOAllyQE4mcxjnLlzcoJbs6AcJ/1OS0oFXkVVjZI0D7V2GCSjBNalRG+7h5dfJi5Ohgh6nkKaxELLU5S5YCqp3k3l5VqtieFwj3xoKWxoCS4J4UXXJ5zzqJg/gjBClibIiiqzYkw5oVWV8jA/v4pBfxdpFmM8JhZkatumTE5Uj6Si5WmFQHnI4kzkyT7SiRz6OxZOFj6eqhbqSB6C53mArlIerDVqzZqda0nRahAFCMO6nbETS4RdqzXR7+9aQlglDWpsnrg6k2WJ4DL5Na19zM0dwO7umvipZFZoXhAnhFlYr117DYuLh7F4YAVhzXYqGoVknOBTn/x5dLtbsmnve+Zbcf6NF3DlyueRJjG2tm7g5MmnAQDDYReNRgedhQ6KgkZik++pJ/xZhsUBFDgJnlJ7kgEwgEAMsySV8TmXLr1oB3HV5EALi1sagyaD1K1VoEkgPGSBWy88UC64Xm+DW60bjRoKmzxvR3OUqrOWhNN4PJChCpQsLNE4LHbGYHvrJmr1lli63M5i8kObjbDMxQCkL5/HGXLVqCKYeGv5e1tOeGOMTPTiigWPrUsTIqOinCf9TW59sHF/jKKgyRiiOT0NTk43m3Pw4KE/2J0w+9zDzk4497Nr7aPRmMF43ENRFBU9jY0oAUgeECglL+p5VAv+3Od+GY1GB3NzK+h2t5AkIzz55DeCScQ4IX/pwudx4cLzdtKGj7W1y7h9+5L4cGFYx+zsMo4efRSLBw4AxiBPS/ghkb8WeSHMHJ5H/lZuh2YBENKBMi8kh8oVmGSUTGQbOLA7fvxxXLz4IhiiB3u/lK2oQDScRA8jQg8VOWUytA7Q7+/YXiwjex7YzoPBYM/udTBREPEsvU1RVG4NACGepea4VDTv3Oocxr2x1MxLS6ALQAjhMkP0PSWq8Yv3JZxlXqLEJOCDe9mZlzNLMgmYPIuA5uH1XD1x2c48T2Fvdx2jUQ81245LJplIp9gXdSNuYwyazQ5gKWpYGMOobv1EysUtLh5Gv79NI/w6CxiPB/KZnueh19u2LgUdths33sATT3wEt25dQLPZwfz8QZw79ylJYzFAxLNpMCav3dy8jrW1y1hZOY6zZ5/BzCLlTBmdxHPSATL5vHccPNFBpwAhCH2iqi5KKK1w9Oij2N1dQ56ldk5ShK2tm5QqsqBsNrODwZ4EhZxHjqKG+PJ+EKIYdVGLmvTM0tiyzVFxgDUxs9RlWSKFEc5lGuNjfn5VSqHGBlRKaczOLotgK6XQnm1h3Buj2Wlgb7Mr3QJFQZVFphxStjdKwCBvsd4WCU9DkjzpoHMxePRvmurGaSOlaTLtYLdPnEJhAKbkA2xeM4ywvHQUrfa8pKh43qTWPmZmlkDzgQjVHoY1DIc99Ae7Ukpj8y9VJz9APO7bLk5le2vqKEuesktmhJmJuap0/vzn0Ott4eaNN/G5z/2KNOFlaYI0jTG/sCqmkWBkqfx9t0tU4aY08J3Ik2lk+IATxaENHmy3ZZ7ldt68FixnnuVoz8ziPe/5Vhw99qhMEGaO/Dge2jxwiXq9jUce+SCeeeZ34NChs+Ce/tS2tTBTSbM5i9y2v9TrbXswqI14ZmaJNHYyqigVJQ1WCF4hTcdYWDhoMxHKBmkhdnfX5Rk0mzMSi9Q7DWnMy/PCHrwqTVYWlOUo82ICXDS93qa2Hoizz1qy1qyJz5DnuRAH5FkBrS3liM2BtudauPLqFamfN5szACi1sbZ+WToxyTcsJDodDvegPE2g2CxFapuxOHIlLqAaCotm59MXJyMcP/Ek+v0dQXlry3XOByNNx6jXWyiKHL3eljyELE2QWd73JBkRoQM8290ZWWEeCTgXoFmV/f4Oulu7WDy4BD/0Me6PZZis8hV0oOB7vuQuAYifSu0eheQFh3sDFHmJ5UOrWD60Cs8DNm6uSUVoOOxhb28NQVDDkSMPozVHaZzVo0cx+lhPXB3mimfGY87dZtYEazudLrPUkHSoSonOmQmEW4sJmldKMArr/0py3h5Wyu8aO+qF4YkaWZ5ODOD1PE8oHr+oaJ01YuBQ0gBAvVXDqD+m1JL9MgDQhor9NITTYNSt0EBK+dYvLORmKRqcTGcwsCGOh5JSajZnMRr17KZoeCURoJJZz2zKiDTG13/D78Ww37M0hiUuXXwRcTKC1hVszvM88atarTnqBu1uwNiUDEBprM3N62DSBspaUHBjYDAY7CIMa7h48QUsrH4bYKkQgyigzsm8ilgN5/08GxQlKUb9EfrdPURRHbUGUdmMB0Mar2IDrMXVFXzyY/8Be3vrCIIITzz+DTh86jgyW/JkAZidXSZKcM+zpjqUoFOpKsHPAJksG4PHLmqtJesxM7OMOB7ISEWtfKRZLL4rI8oCi63l3Ors7DIYWsjpszROCd9ZC1GWBpm9VhnmavGr9yWcjDVkxAwTwDLhvOd5QmXHG8WoIQ/AjTduSKUHoPZgNsONRhujUV9KaRyYKEUdlByVM6V2GNYwHvcr0lTPTmYrmTeUgCDNxgza821EjQiLqyvobnWxu7uOnZ1bSJMYSTKe2BClgL29DTHXhclFQzPUr3ovCWaaxWD+UGMMxvGAhFB5KFNqUFN2wjLnNJmyhoMjVWjcuvg6Ll580QpTDbVaE0tLR6D9ALNLs1RLt/ucJCPE8RC3bl/E4VPHJdnPfU3cGck+aZrGEnXzoIGiyGgukcUSpGmMyB5ErUjJDId7VTBqOU5RltIUyEARHsbFDYGdziIBWgKf6NqLErVGBGOA/g4hyngupg60xelW+eT7Ek6tNRILkPUsGMH41G+sfXo4PMeSGHhzyfyP+iOZLsEtuQBppHq9jeGwC0DJjbJfWpYUbRdljiisoyhzgbjlxgkqQJ/LwAffDxFFDcSDMfKswMsv/jq2t29JCoqQNnb6mfItONmX+jG3IDAETBA3fghPOakam10IgpoN4FKM+mMyz2Fgc59GEFv2jwRozADbhYVDOHfuU4TwMYWtSF3D669/Gg+dfQZnH38PPO3hgx/+Hbh24U1sbF7D8eOPTTyfPCstm18orodSGrWohsROzWg2Z2WuJ6fl6LBpeU8QRMizVCL/6XYaViKeUqJElNLQihTI4soqGu06/NBHb7sn/AJaK0TNmoBb+JDzuJjsHhM17imcDEzg5OnElFePNpm5cTyPwCBa8p6ldGO22/M0gsUUoiF52CoLJEAT05i+j+u2bs05z1Ki7wMNhWJgglK+JUMY4XPP/YoEP6NRV/q0czuapSjSiTHSPBVja+uGjB5kgiuOhAEgDCMUhW/9WKoJM8Imz8mNiUdjzC3PEwpcVQUM2i4i+Cod5rmFAwt2aJVGGNYF9GKMwfkLz2F+4SCWDh5AEAU49dhjOJ49DEYbaZ8aELUtJSulZToIjMHYdlUqpWXUNfPaU07ZyGtlCdv+QhQ/xlhSXHgihK3WLABgNOrLAa4ovgnkMb+6gGF3gPXLa+JXEtCYcBdZmkumQCmFEkDg3Sd5bFijAe7sTyrtCfk+59zK0kjvOgumsXViQsdTA39mfTZOJhdFgbm5FaysHCdUkiKENQUyBP33LOucVCgs4p0b/jl9Mhp1ba3dR7+/g15vy9LJVOzL3GAHkFuyeuAkAsucduzYY+LvcmrLFcxcpn1UCH4WeIBosLWF0BlCgdhe9Yo0gvcEoBo7cyARwp9ZN2wnp6Hmspdf+ijRSTqkDYyqz6SfiV7f3V0H9/9wfpdZoPleAov7ZBJYTvGx68IkYOyawaM+dV6UxlMCrtGW8TgMa+htd3Hrwk30tnvwtJI2Hc5QGFP1nDEU817B0NsKpzFGQMM68KV1gMdYU73aBk2GqAAZAsWjTCh9M0N02sxs5hPoYNDfxcbGNfDcclcoWOOw/xdFdRw6dHbitXq9JQ+XIXRRVBeammZz1t5HKdrU8zwa53LmfdLTNDOzgBMnnpxIGdGDpNRJs9FBliaSYqnXWsL2G4Z1nDjx5EQvTMlz5EsjCXWurgQ1wjTS1IlCJsopJwPAYIvBsIuXX/x1arm2Bz0ejDHcG8gwgyIv8NpLnxO26ArcTIJKqToyqcy4QtTmdm59WToHr9KaQn5hiS8G/d1KqK0VAiA56aLIcP2NG7h5/haSUSIDwbSmcmlu6RujeiSHmJkK70s4BXlUlLb7kbQDp5VKSxVdMi1LQVTbWVwhdaiVIZI0krYTfD1PIc1iMes8EIGS3QxktW24RY6nnvwmLC4eImYPW7LMs3QCGdPvb1PEWGui2ZzFwYOnxLRyor8sC4xGfVy//roI64svfkyyCJz85z6bKGrg8OGHEEV1zC+sYnZ2hca92ADqobPPoD3XEUAxP7TSHmgmW1CWpa+wo1wA0qDk2ypn8gW5MAyGWVu7jEtvvEbzimyukJn+0jjFlQuv49q1c9blslQypkQUNSTi9jyP+rKstmesZlkWCAU449Ec0bKwAyS0pNC09sXXJMhbYL+HDhwROTSQjhMKBK27x3yuFBxWQkgjBy2bXXKfXEnMaEbBBo1jZgS81gpF7smsxiymhiZmMfZDX9JOAKWCut0tqXcbO0yVOv0iyp1ZAanXWyiLAmkWIwgiHD78GGr1Fl7+/MeJRCAkGhQSksyCZCmSLr0SYeij3Z5Ht7tptVtkUfEpoqiBzc3rUuXwbIS6s3OLONPH1PM+HO5JVeiNN+m/S1PKgAV4HlZWjuPYmYfooaeZMJ2QcBrowJMo3lioHZvnPM2QJplUeZh7fX3tskwBSVMSoosXX8Dy8lG059vgsXx+SYri7ONP4NjJsxh0B+j1trG+dhmeUqJJObDhxWk9bnTjII8FsVZrYjTsWcVhhAodsMl7a7GUBZ4k8RCNRkcmCVduVClVMa2VHXVD0TrX3wFMjMp+R8JJZp0StjzlV4a4KxLMLM2quY2G/FCeoQ5jpPtudnYZ6+uXJdIFePqXljSIsb5WliVUB28dwJEjDyNNx3j22Z8VM8PAhzSNadzzuIf5+YPo9baodNloA8YIcJYJvlxga5YltvfdSFSaFzlohuYBZCnl9pJkJKAU6oUPbXdihiNHHp4Y3UxTySxxgc0J83Q2urcCUZ18MT8M8PxvflQY3+J4iNXVU9jdvS08RgIPLHJ85jP/Hq3WHMbjAfp2zHWrNYdOZxGzs0uYW1jBSvMIjp85gzwvcOmNV3H1yiuU5fCpOY214Hg8ICpJpZBllBnJiwyjUQ+NRgfHjj+O3d019Hrbotk5znArSgw4mZ87gHg0Rq1RB3kw1j8OfUJA2fvljtRklMhgWpeD6h0LJ7PUGoVqZJwtUQIWZGzzm6Y0yDM6KUHoY5zm8GyEPje3Ip/LZpYmWoQYDHbBVDO+H2Bl5ThOnnwKeZ7h3LlPodvdBEDRvPGMHVBA39/v7yAIIuztrltqbk01dFNFqHmRWbNmCa7gSWbAlCU8CzejCJTKnSce+oDtAa/MLmUPcihFqKhmu0NFBuWhZn3wqnXB9lZZPKzWmvrbx8SY19/pY3v7FlKLDorjIUajLlkBS8i1sHBQktuXL38e29u3qMtSB8jSBOvrV7CxcQ1lWaDdnhOqwoOrp3Dk+MM4dvIhXL30htA8AqgmLmeppe6pwQ9CmyWhqhlDGkejvgQ93IphPNKmTLzm+yFmZpdRbzbkALokXlmSSXuLVNaswlNKQd2jTeNthZOjLM/zaGMDLbXRqB7B84BBl+gRPeVBGSX1VG6prTVqtrHLVpFsEpf7h8ikhFheOoa5+QMIwzrefPNzJHCWPa4WNYV1FwCazQ5Go76QeGk/wEMnnsDW1g1kWYokHiLNYzQaM2g02tjdWSN/SVUY0TSNEfih9D0xq1y/v4PhcA+7O7dtRarKcTbqbeRFjlMnnwZKajkIohBBLZTKTm+nj7BORAtKV22+Xk4wxHgYyxymqNaUUuH6+lXKvUYNmQOkdSDdq0yPzYDhTmcBW9s3J1qntfbx2mvP4vqN1/HEE9+IUw8/jiPHzuIzn/ol9Ps7yLKY0ld+AK+swMbacuxzWZL4l2bAA7Ngy5oAbF62hNY0ES+sRUjGCVpzLXk+SinJKORpjuZsE6YoBUpX5iWCMEBqCcDesXBS2sgTgk+mjfZrBEejviFiqGDzzqcCsCCQNIfS1I+0snIca7cvSY02y1KZWZ5lCdY3rmB75xbSNLb95JbZzDKcmdzIg+bSJjnvwNNPfwvmlxax/vEriOMBAEr2E8QuswMAjGhRY8ickf/qUYdnjcZWD4d7uH79dRRWI2UZATeKkkgbFuYP4vCp4xh2R2jMNLF6chW1Zg3xgEhUG50mtm5uEcVfYWcQJZmkUoIowObGNSlMcF8OA7CTZGRnBVGJ1KUXT+IhwqiOfn8baC+QBbD1c6HTtvfzwgv/GfNXV/H0+74RBw6cxPr6FQkCJbnOuNmcgkuenMGcqKSYAhHgzB4a7vVaXj5K3QC+jyzOqHfIWlKmJHLTaEIM59FkunuNtX4bOhpK8hrDw0apD51HF7fn25ZIlQeROgln2+jlfvnS0hHcvPkmQr8uZTZmhmPUd55nqNdbxHce1BAENYxGPbpYHpFno2oeX02ao4tLn3lRwLfsR5ZlKX4nj6fmabsAoIqqma4sCrkOZU15mo7FVLOve/ahD6AsDI49ehRBLcTO7Z1q09Z24Yc+Vo4tY+vWNvbW92QEofFoP8eDIXZ214TnqcgzBGFUNeQ1Olg5cEIwA9vbtyza3ZcDGdrqlIFBalHzHGEzJ3ySjHHr1gUkyQhnzrwfzeas5JG5/CqtFnzfDoIsSxNJJRljpL5OGQXKOS8uHiaFZHEFLC9ZmiFAUFlQi0aSsmuopLPgvoSTOygryhVK+vpKWayepdi2pboynxxKqn0lc9XjYYy5uWW02/MYDHYlEOEAg//NRFEM1eL0UhjWbIStBJNICfoURVHg9dc/Q+h3B4XE/S3G/o8PA6dSuDSZ5SkAX9JDvh9gNO4jyxK02/MCqh0M9rC6ehKt2RY6ix3EowTdrZ7NV3sSFOVpjp21XbRnWyiyArvru/AjKmjkeYHLVz6PPE9RqxHXvAlraLfn0e/vYDweoNWex8OPvx+7m1t44YVflSIE3z9gCwM55WPn5g6A8KrUV6TtIfZ9jSwrcPv2JdSiJlqt2Ym58izEAKBUDUAm2pyT+FxooC7YYKL3nSYxh7a5saJDzzPqzSrLElk/Q7PTkPQjXz+lDqt5A3dbb5vnzLKMgo/SCM+iMYZ6ti2O0Q98IQPVAUVkWhPJVWbJQ4PQR1iPsHrgpL0JSmAvLx9Fp7NQfaehPGRFBc150Nx2YSo7oID+nvk7eeKwtvC7KGpAK5rLQ5yfdfBAVp4Ip5TGyHLPc8qkQlBRaXUw2MNwuCdT584+/H40OjQzfNQbCUTQD4lz0hiDZJwgGSUY9kaYOzCH2WUCcUBR2mpvd83mDAuZCd/tbhEZlzHo9bYw7A6xcGBZmPUCi2uVcqGt9gBECjEzs4i5uVXJJ7ojbaKogb3uBjLbEOhOC2asbTwmV8jYxDkrgMDOJ+KqHfd75TmBPfwwQBZnNJPJkA/OIybTMdOsU2BEWlTJ8AVjjKQi37Fw+mGAerNhC/UF4mFM8CcLEi1s+ZJJUJWmLj9tp5Lx4KR0TK0IeZaj3VmAsk1XALC3t44kGcuGcRTnWZMDQPrS2RxTcjkXc11tdCDJ6CxNJIDyPM9yvedUO7fBhVJEf8M+VBjU5PsJ5Fy3WpxmZa6snECz00Sj08BgjyBmjRnqTMtTIvcqbINXWA8xHowx3BuiNduyuWGNnZ3bSNJYathlUaDRqCaAMKaAU1KhTWMRS54vlRtmg0uzGKNRH1evvgZjK0ScZlNKW4sRYzjsYhwPxPQzokoGPNjr8y3BRWK58emZEOVkrdYC83U2mzM4evQRcLdpzY7l1gHlt7MkI2icVkjjRFw9xT9K3TPH+bbCWWS5+IxMmUytnbZhvqh6r5NxKh2YyrbhpkkmLQrciVmrtdBoEhqdKhMMkaOqj++HEgCwdhuPB9RNCE/8NM6RKlseYwFmPk/uy8mzlBBORUEAZs0oJF8gYVwvJw6gmgjk3OyKzCNK0wSHDz+EWjMi3ADPHiomW6EBYDwYE8TQ1xgPxiiLAp3FDpk62xyomKgroutmclcesrp++yqGe0MsLR/DwYOnUa+3JO/J2hPGTOSNd3aJ6pADLIDSZkFQsz4pjbCZm10hv9xmTKg+Xpd0mdJa6vNMiKH9AJHlaAqjOg4cOGlRWFQZ5Bhj3B+L/PiBhmf7qHxL0cOHlHhK3zoYAr4AOhqO7hguxyOYjSEwKXFKBvDrWhDQRV6i0a4jqoeSTkjjFEcfOYpklKDb3cCliy8ClpyUos0A3MrLSVyuSCilpOTJFZaqEkPaZjweIM9TNJsdOx3YouyDEAVXOKzf6XnEPFcUOUajPpqNDnhUIUBRaZKM0Dp4CnvdDSTxEK32HOZXFlBr1YlK3PJBcZRO6STba28hYgAEGd6eb6O72YVvZyaxb5fnkMY+1uY03+czuH37EkajrhBl1evtiXtTttRKh7WYQH4xfxH7lIR8J+B3qz2Hk6eewnPP/ScBcLvPmztX2SctS8rvZjaT58HDkSMP2yFfPrI0luED0iLueTKBj61AnlJ93UWa3feQLAYai/a0tWLpSbYnazwYIxnTjbCfMegOkYyt8NqIrD3fxrHHj+HDv/u3YXbuAH2mhYsx5rMoaAhrRQ5ly6NpgjQZC6KJNUMY1RDZJHGt1kS/t2MZPCpSBE5LcZTPviy3aywsHsLszDJtYJ5aorEcV6++SmkkGGGm48nJJPgV+wV3T+rAp/ymT0gt35LGcgPb3OwKCZJlDhatXWTWVNOo6MQm5Rncy8gqTr1x0x9bB3aLMjtglV8jK2HJ0mwbxhtvfBa3bl3E009/Cw2q9TzZE86IMPdSZPviOar3PA9Hjj6CqF6zZBuZne1ph8vakZJ5lguJWZEVlgnZYgvsfhEF933S0fA8GVOU4sT6IdXbw3okdVIu5OdpTsxpdhxeMk6QJUQcGo/GWL+6jsHuAPVWDR/+7d8BYwowcxqnQtrtBSscBGLgvvYwqiOqNSUAYsRQmsSIGZupyGfKbN2cynOJBBLsY9FDTHDq1Htw4MAJ3Lp1EWvrREYrlY20gpR58AgWJzhOJcwW8WAsVbLmbFPMPQ0sKAV5Q01uBrV6C1oHMqXXGIOlpSNVntMPUau3MDtHLgXRQY6of8keWq0oik4SMqHcvltavALzZvJ0EQByyBmeePHiCzDG4JFHvhbt9gLa7QUsLx+z6btIDj8fcJ5KMjOzhGPHHrNTQVRFu2OVFfuavuVCYtaXYXeE8SCmiX5FhcK613obriTbymmpZ1hAmRGNR48Q8IFOkbIk/exfEC+OQRAE6G31oLXG1deu4ejDR3HixFM2pVPV1uN4gDCsCWJG6yoxzFUSAojkkvrhcYA0t4j5knhstssWwrNzqHHt1q3zaDTaEv3ye8h5Z8Q8+V9zcwfA2MSiKGXiL80dIoHVWiNq1oi7M9BEnMpdqYoIKMJaJNSDTEa2t7su6aKitFQvliCL558TKUViRzBS4JkkI0m70Xf4koTXzpynLE2kp52vxZQlPvvZ/4Br186h055HEITo9bYl18rCnGaUjYD1dQ8ffsgGujYdZbGl6TjFcG9grQbN+4yHMVHsWLaPPM+lUzdPM7hlzncsnDR+hXqw8zyX1s8sSSV1xLC6IArghwHScYpkGIvJ8y3HeRCFSGNq6lo+uowLL1zAE8+8n5giJMjJ5cRy3pMfGmMN5+dX0Wh0JCoNwsi2FRvL/0m8SXmWotWak/RRLWpgfv6gaNA0HWNj4xq2tm7Bt7lP0oqBmFplx+nNzCyhOdMkxl4745I53svSoN6qo7AkZ6PeCEGNcp31dkPaFRiwHdVCCd5KSytTmqqHW5DzSks5ldt9k2Rk+5VUlZ+0FgQgkl4avOpJuifLEjkI3G+VprFkPra2bqA/2JX+c/5OLmAwq4fneVhYOIjFxcMAiKs+jckNyS1dI8+7pNo9mfLh3tCOti5FQHnqiB/6qDVq9yecUa0mvlQQVL4WA48ByAxtjr7IByrEFymy3HZiUorm5vmbWDy0CD/wMbsyh8cf/7BE6p3OItrtOaFFCYIIgR8K6y5jEOv1ljxgFsjKlyRfc2n5KL7ma36nRKBdC2jI89QGWVRtSeIhxjGhjbhsxyS3xpI4HDp0xrLCFXLoAlumZd4lKgoQEJv9bhbKNE7tNA4i152fP0gAEk9btDllG7jHZ/XgKSopWkIHYSouqzYXWFCLQTVOxR2ZwxkJzgtXLcGFJVnQ4uZQkYNgi8pj/9SysNiBBJ3OIh555GvR6DTkcHKgw1qUKQ5L2xBZWH9SAOhRIOAhTxFWIx5Vwdg7Es4sq8iXuNuSkPA5YBPORUYQqCKjJDOfJnC05qCdy7LEeDDG2uXbOHj6INavrOED3/61mJ9fBdFlD9Dv7YDbL8bjAdIsnmh+i+Mher1tK6xKqBAL26/N+dOFhYOIGhHm5w5gfn4VtVoLdTt4iwU4t2MEma2tGg3jiRZvt+dw4OAxRHYUM+MM3MOZp1Q9Y/zqdNOftq5OEIXwA41Dh06DwdZZltC8TngChllcPEzCq/VEJM0mVymNICTspWenr0kEr0hA3b519usZ5Z7aacDsi+dZgpnOEjylBMxdr7Wk5FurNXHixBNodBrSqFbmhYznZqpLnqjC43/KshTaQ8IFpChLGlTLe9WarcAi70g4w1oEbgOm5qxC6Le1rQr5oW/JA7SASE1RCjSs1qiJMLDJunbuOuqtOjoLHcSDMb7pO36PvMcPyMxzRYQBwb4f4umnv0XoVjh4YGEQ0nw7kPXq1VfxyV//Bdxeu4TBYBfN5owk+zl9xTAw9n24/5pwjySop069B0orDHsjJOMYRU6Me9wHo5RCo9NAWI/Qnm+jOdOyNWZte7DIjLXnWsI4F0V1rKwcl5bnIIhQlESp06i3sbZ2GZ5HRFyRnUTn9i9Rc56PIKih2ZxBo9ERZhQeXMtgkChqoNFoY2HhEOr1lk3ma4tebyHwQwyGXXR7m1QtgkG9Qbz8PFziyOGHsbiySqMCLbsggIm+c569xAzG/Lz5cPChD6JARp0rpe5fc/JYPIDMGBRpUL7A1LZqBCEhwD2tRJg9j+gFlSXhly+0laJr565h6cgS1q9s4NDpgzh79gO2N4W0GPtEpA1IE7z22rNEMxPUROOQhshsuZPq7YzoGQ17FADBs/nBXFg8fEuhWJS55FjjeIi9vQ0pZS4sHMTcwrKYL06JRbYfWykP9VYdWZJhd30Xw+4Qw+6A8qCWXjEZJ1abZBj1RzZI0Dhx4gkBUXB+NQrr6PV3sLZ2CcNhDyPLs8luC2c0ypJmLjFjyWOPfR0OHDiBzKaPOCKfmVnC7OwyFhYOYXHhIE6ceBKdzgJNxihzDId7kmyP46GtldfkMzzPw+qBkzh87CHi+LelzaIoZVQgtbQQHjSx8QbJjZ2BagWYA8PcgmBYQPn1dyycEBZgD+OBZdB1GOd4YFZmy1QyAMmuMi+Qjmn+TBAFiHgsSlFi49oG+rsDzK7M4tLLl/EN3/WtmF+g8dHs4DOtIfuC1OcOqeqwv1SWPJWD/L+8oECAuyaVprZZLgOS2SxlGm6SjGQaMaOclNI4cuRhmhJSGhmxOOwNETUidBY6mDswj+5WF8O9IQLblqK0RhanGOz20ew0EdZCLBxcwN460WHTxI0cjVYbCwsHJeHNETFXgXw/EHwBa8w8z+jgcRLbGIzHA8wtrNgKD/VT1a0LMx4PsLl5HZub13H+wnO4cuXzmJlZwqlTT0sQygpDedrW6Jeo9JtnaLXmcOToI+IncpRNOF5PAhxGqdFYxYpVjsljuXjDVkQHvvDB3/dgVpTVvBht/Qom72I++CCyo+filNo3tJKSJc8i51IeL/JVc1x//ToOnjpoI+Ecv/v7fgDcyx6GVMulch4JWaPRkYCGNlVbxuOq7YMxiAxcoBzhmJDwoLRSWeTodBZsOZU6FKOoYvv1PA/Ly8fQ6cxTPVgrQJHZigdj3HjzJrZvbeHauWuWN8q3pFyU2yVkDvmyh84cQn+nj1F/bAOQikT26NFHHT2gJVVGzHg0R4nTYIIOCiM7uZcotIMgRHd3C7u76+AZlADBE7nrkkkUkmSMa9fO4fqN1xEENTCZr2/pInu9bQwGe+LPPvHEh/HkNzyFI48clWcO0KibPM1QFCWanSaieoR4RCwnylfig/IzYe2pA43I4b9nvoP7E064HJ3VEE/fmnE/rAIIphphYn8OnviBjG2Jzw+cscz9MV7/zDnMHZhDf6ePRz/0KD7wge9Avd6RwVxSI/YqEi6mPTTGSDMYkx1kWQrlCCxHqH4QwsCOI9m5hShqENW2bZHtD3YpAW1TWydPPgXPzlMf9Ufgpr5aq44io0GtcoZt9YSrH3w4N69v4vzn3sTe+q7NcVZzQU1RotWawYEDJy14QouZZ2hfaWkPucHMfZBlwbQ5NZw//1ylaeEhTka4du2cuC6SPrLkvGmayAwmTq1xrpcKIiE+9OHvxDd93zfjsa97lFwTC4kEIMCW1lyLPjtOZU4889rz6zy0gM15mlRmnWXrvoSzLKuhV0VWNYhx2ojSGmU17rooacCoDYpkkKmN7AbdgbD58kPq7w6weX0TM0sz6G528cHf9bU4fOgMkjRGv78j5oOhY4xUpw2tSGMDm4+jPvDcpnd8qT7xWMOyLDAe9bG7cxvdvQ0rwBWBQlHmOHToLKI6fZ4MA1MK/b0BRt0RtK/QnGnafaG0Dhcd2LyZ0thkvE+VsjiVmeRUX6YWmOPHH5chqYWg9I0UIQIrMFFYRxjUxIpEdnhqUeQYj/v0vTb7wAHR7OwyOp0FsURcLvX9AI3GjFgggh4S+qlWa+Lbv/v78dQ3PYXNG5u4+to1Kp74WlJCPD4xizNkcSauHJN2aVu00VYR6YDgkrw3zDRHwnHfLHMQn8CXXCYDC7QETAyP8zya3+hpBb8WQNkEPQMAiqLAcG9oKbmrasXGlXVordGcaWKwO8DqwdMYjfu4ffsSjDGYm1vBcNhFqzWLRmMG29s3JdJWUlIMJtpYfR8IghqWFg9jHNMEXW51lcQ9iISL3h+isH7W6upJ6Q40RQkVUMVDlQr1Vg0nnzqFo48dRTKMsX5lA92tLnZub0ueN6yHWDy0iFNPn8LsfAcvf/IVvP6Z12VyhgrJNSpLg2a7g9UDJ3H5yufJzKIChcTxELWoIa7HaNglKGGRwwtrtppk0GmvwA9CGgXTmEGax1Wp1h7OoigQhoFUlCqQN1Xe4niI2dllfMfv+wE0Z5t48zffwKn3nMZrz76GZJzIfM72PCHKxgM7mscGPz4XaizXKMmPJxY0i1NAeVCGeqrYXczud2pwWRpoz6BEadNEPsHh/GqiRhqnVd+QbRdmdBIAGevMAslwOm629zwPRaaxcW0DUSNC1KDTfObMezEzs4Q33/xNDIddqQABIGAI00EbIzAzZrGg8ie1ZzRbs4iTobgInC81IFocarCzVQqvxNmz76fefE3IK13XCGsBnf4auSXbt7cx6A6QDGmIwKMfepTGXvdHaHaa0IHG1o0tDHYHuPbaVWRpjtWTB1AW1sXpUZ05HsUo4hxHjz2Kjc2rGA6pHYXdFu6Vp+h8TD6mCmA8JQMNPI8Y6PwgFNS/y9xHZUuFwNeC+OI0kzElIp987dXVU/iO7/0DKIoS189dw8Nf8wi2b21jPBhLtiWsB8iSamgsQDOU2J1hi5plGaJ6Tfg4lSKf3fNojkCe50iSBOE9TPrbCif7SGVZQlntB0s/w7OIXMBomVeIJfkCZz47+65FUQhHo9Zk5nXg4/rr13HyqZM4897TuPHmDRw4eBy1WhNvvPFZSbx39zYIWxg1MBxSVyLT3DBPOeMZa7UmZmeXceHC89b/ZYIIisobjY7tKyKk0yOPfBDziwfQWexgbmUWnlLYub1D+UmvwKg7JM7JZg2L0QI8pdDb7uFTP/8sonokFgQg2r+FQwswpbEpJhrQmqdEjja3OofeZleCjfX1qzh37lkAVbKd+3qqZrOa3CPA5AU5jOkTLNDzkCZjhBH1aLXb84RP3b5J0ELAamVd9S2VBZaWjuC//Qt/CutXN7B2eQ1PfORJjAdj3HzzplhEABOksOw3ZnGKoqiGY3ma0o3s7ilF04Fd/9LzPNSbVGm67751roYQlpO4eTyt4PlV4tqYiuWBAwjWjmVeoITF9llVDgUb+anqdMv0DQ8XXriAmcUZdBY62LqxhUajg6ee+mZcvvwy1tevgOeL00PMBDwBULclB0Bck3/jjc8CgOBCsyzBzMwS2u15UJ/2NsqyxKlTT2N5+QianQaWjy4LqzNr+yIroG0arT3XwoknTyJPM9y+RC3H1OhHKJ0iK7B0ZAmLhxcR1kJ84t99gtwES/aV22LGwdOHAFB579u/7/dg8GO7uHHjDVsHz+0UtiqRzUn7oihQFrkg/ZnklRFLPAZnx3ayUgNgD8rTaDTqYHY4z/Nw8uTT+J0/8HuxcW0Tg90+zr7/LDzPw/nPvUnIq5LujSwcpYqUbYc2xqAwBqHNiWqf5sbzAc2SFCUKcQ05QocV2vFwJGmyuy3vXtHSD/zRv2ryNLcz1D3xL4EK7KuDqosPwJ1JVWc4FY+O4VQSg5hZwPkG+ZK4ccoYIB0n2Nq6hUuXXkIck5lmNE4146hq6+CEu90Vqd8r2z9EbcMDRGENx088iQMHj6M928LRx45h68YW5lbmoJSH25fX6HTbvOLK8QNozjRw5ZWrKMsS7bkWjjx0BEvHlpGnOXpbPaxfXUc8jDHsDjG/Oo/5A/O48cYN9LZ75JPWqCmsOdNEWAtw6+JtNNoNLBxcwL/7Jz+O9fWrEuwpj2Z9mrJEvdGG7wfo93cFdA3gDlpIQi75GA73JJ+Z5+mEj25MiQ9/+PfhO//0d+Kzv/gZDLpDHHnoCOYPzuPlj70sn02CCaHN5tiD00CsNT0Pkr8sbCcmP2MoT9xAAokoUVjaV/jnP/k375pPuqdwPvXUN5mTJ59Go123jWoFlZ8saJQdYobN0UWTWedhVNx15zupA56s4ObO+O+VsvR5MSGiZCKHpXxJxglu3TqP9fUrGFkfDYAMZuW+n2pqRG67Fn3puyGuH8rTnj37fjz01FOirW+ev4nWXIsGPZUltm+RO+GHPpaPLmPj2gY2rxMjRr1FIOl4GFtQNbkX3LiVjBN5aKffcxrjwRg7t3eEAvHQmUMwZYnN65u230Zj9eQB/OxP/BRu3TpvB2Dlkn1oNmcttG0LRGGeyNhqHorFZU5jixFc1+YUkdY+Wq05HD/+GH7b930H8jTDhecv4NDZw2jNtfDmb76Bwg5ZKG1RhUcr8iBaDnKYBJYPkgitm1i3hRrP4j09rQSn0Nvew8WLL+DV1z75zoXz4MHTRiuNw4cfwsFDZ9DoNKQW6s5Vd+unTA46TcVNWEhfEOFFzp2OnuBEOWlPKHPOq1KFyg8DKqHZ701GCXZ317G+dhk7u2vSdsGfyTxK/f4uoqiBNB1LcEBsvzN45pnfiW/9/m/FzPIsLr98Gddfv46yKHD4oSPIkgzJOMFgd4CwFmL+wBx62z10N7s07tpOvm3NtZGnGaVbAh/KFiGCKBCqGr7+g6cPQmmFnTXyY+cPzMvQgfPPnYcxBrPLszh4ahU/94//Jc6ff05aoo0xmJ87gCCsodWaw+XLLyFLE8vBWfUM8aQ2z1OV5QCh9TudRRw//hjmFlbgBz5Ov+cUklGCxcNLSOMEF1+4KKMkAUhEzc+IlZD7TNndAyCFGWE4sQqHZYWb4K5fOo8bN98kV0Mp3Ljx5jsXzqWlI4bBBFr7OHb0URw+ctZJK+VySjgqZ/IFvmAd+BTR+5pmH9okLedCucYKYDL/ZQWdJ84y4hqGyVktPjArsL15G7duXsDO7hqyLLbopBqazQ56vW2bQooJZVNv4bHHvh7v/aZn4Ic+BnsDpOMU/Z0+dKAxtzKHuZVZ7G10xf1ozVH/T3+nb30/OjhpnKLISwS1AL6v0ZxtYdQfwRQlxoOY5q8zyZnykOcFFg8tCi15PIxx8NQqyoI6WG+ev0nIel/j0JlDuPDCBXz8oz8tiCNm2GOtCXATIBccAnnd14Fwg3Y6izh06CyWVg5JCmtmcQZn3ncaUT3C5s0trF9eRzJOiO8qzaSqU5blhCVzFRO38ZQlVQoZR8Albr4+VlTbm7dx9eprkr/meOHmzfPvXDhnZpYM13mjqCEAiUOHTmN19TRqjZrTqlEhkjhqdccTsnmjXKCN3G2AxTfMVQhKjyQIwxBpmqLWqAtjGYDKrSi4pSIDSoPxmIAbSTImZLwFe5RlgYMHT+PsY0/i6GPHEA/GWL9CCfh6qyZR5cqxFSweXsRv/spvosgKLBxaoO8wBrvreyQIdkCAlCELGjB6+Oxh7G3uoTXbwvqVNZQF5Ts5bUYHuICnPMwdmKcW4mYNyTBGd7OLr/3uD0H7GuefO4/uxh6gPJx84gS2bm3jV/5/P43Ll14mwi2PeJLY71aKsJg8EIzbUur1FubnVrG0dIRGAdaoa1QHlCB/6GsI0X7rwi30tntUF3cIX7Udkcgjynl2EtfEKddNisfzYAO9XALfIAqJiTAKsHb9Bm5cfx17XdrzWq2JOB5KU2Kvt31/wkmSY2SEMfWG09CpxcWDWF09jcXVFYwHYzlppW0PNsbYlFPlIJN0eYIHZcFwsaKsZfjBSi+TdQ2YoDRPq1F8DAYmDGFufSyNhUOLOP2eUwCAy69cwdgihjqLM5hZmoEpqa1V+wo3L9wSbCoHV+wrlzn1UXFfNgmqEjdi5fgyuptdLB9bwcUXLkg0KwfQVMwoYT1E3B/L68yVfvKpk+gsdGQe+d76LnTg48DxFfzMj/wMLl16CXt7G2DOemOMHenSQqs1C61JiTSbHbTbCxQfqIoFkEnYOI9LMykTGAPCCFg2ZqU9FDn1hqE0E0FQWVa0mG4Whmenc5qx1qhhd3ML166dw/r6FYtyInBJmsZEPgsDDx66va37E86yLIQXvDQlcQhZzCVPgWi3F3Dw4GmaXa4V0nFSOcVOeYo144QfGlKAlcXpHbVWKZ3aHh1utosakQRS4hLYFA6hkGisXVgP8d5vfS/yNEN/b4D5A/PwQx/DvSHyLMfu2i72NvcQD2MxPUpVwGoboEuApyz4oyyNJVAo5G+Wjiyhv9PH0pElnH/+gsDsOMKVNJxHTWBRg8p5WZySX61tQJMX8KMAM4szWDm2jFqzhr2NLrZubuL66zeEeWM06luLVkez3aEpJtY/5BaSIq/cK9jDBECsQWpnVFacorlA4fKcXvf9iuyCgyDtK2H4sLpLXLqoHiEZxrhy5TXcvn1BnnWSjJEmVU97aar24PvTnJ1Fww/eTaAyp5FnG8a4IlOvtzA3dwCHDp1Fe7aNdJzC5cOhAAmiDYmltyKVmhYOAPJQ0ziB7/tgVL5SHoJaWEXzlmWCc41MMPbo1z5KjBOKtFR3q4vuZk/8p6geCdFUkVE5kD/fvXYWyLIoUGvV5eBwX/7s8iyKLEe908D2zW25R2MgAWKe5RIwcZ2Zu1lZWPl7qVlQix/Hlocpb6gkmNl2XCUmO09zQYpxuklGHdp7ZguTJekEkVYQBhKhc+WHlYnMBnBKjywPNDJRYdgd4sKF57G7S+XowmIhknRMhLtlbqchZ/YeaA8Hg73705yUH7SaBBXmkBcnUX0/QKezCOUpZDk1lx0+/BAWllegFNXcGR9Kf1cFP3zqASL/4vHYnCdjk4HSIKiFwunoVqxqzZrk0Zj1LKqHMphKTBs761z3LcuJsTVA1fNibEsBHSxnlLc9aEzNYwwwf3BegpPbl27DUx58X4tQMz0k3W/FC8+alOglq73mAbj8b24FYX5LTxEnkWdZ/2CIzILuvZiYVkyWKasOoLUGyvJcZbYT0i268He6E1J45XlOisL2j3V3dnDz5pvodreQZwm0H2A07NEEFTvZeXoKNCPJPM+7f5+TES3cWDXxfv5v++Vu2y0TFtTrbSwuHsbS0hG05lrS/JXnVR8SryyrtCiDTqazAEDFfsf1Ws4OEL40lKnFnvJEszIHO9OnNDp1OmhSii0lz8oaoigKYu9IyC0wRYkgolmfUT2Svuw8y3HmfWfQnm9j8/omrr121XabJjbKzuU6uMed52CyEClLgFVaglUWVk5YM68nCzdrcaVp0KskvPnwlFXKjdtsgGqYbkWYUWUfuCQt6HVD/rix3Q8kXBpBjbT4xu2buHnzPEajHoKghjgeTviUTDbLAsocAKUdL2PKEqUp0e/v3J9wMkckDBGvcsN9WVS+HpsQpm5WAoSNZLCp53mYmVnCwsIhLK0ckodPsu1VvqhWkridNvNcp2fBdB/eRBnVakXqkDT8vMixt1A+AUTbB8E+H2smpZTlLs9Qa9VplnqWg4n4hQjL+p55nmNuZY44z4cxGjNNcRPYpyShMRNuC6emjEE18CHOJGBhbckCHtbD6sBaK8P3l8Yp8qyYGFZGN+PZ8TNatCG3eXNQ407v5Xo4i4brT+5tbWN76yY2t24IQwlxxI9FDnhOlLItzG7uVSktgstl5/vSnHNzBwxjA3kCLwDBC7Lf4HkKyk63ADBxOogChpgqmI+yVmui01nE8vJR1JstGWpgjBFt6ib3eU4iAKEvcSNGftBsHjm40b4S3h63esH3HNrxLBxI5Gkm/phvo3IWXG7o49QK+85s/kb9EfX3Z9b3DbT00LB553aXRqdOPPCDMbI0l0PE2h+g5kLApskMIetJMAsppTLannPH7DbwYpeAF0+2oENBGRUuQbJmZUUhnQ52NvrO1hpu3bqI0ahH1iBLJV3H7pGyAGm+PmpbJl+fg+np/8+LDMNh950LZ6s1a7jMV3X0VW26LIj2rkRQtfZR5JmYGBZkgHwOXweo2dlBrdYclpaOYHHxIJEQ5GQmgUnfTIAmDiKK86acjpounXHOlNFQLMgirKXDxmHNOWNU3YIAa+Qg9EmDRYHtYdfIbcROjHGBpIW0r0Twirz6Lr4uPhAuJkH5mlJknIFwDh7vH1+nW/pVSk34y0z3wmAN3hP2K0kTVhhbV4BpqBVZkXF/jFs3z2PX0lRyvxUPy2KFxBqRU1wMKmHtyZG5O/CVeVONMfdn1judBcOajwXSZXqrPqUKklhYOYdV2P5vd0wdAIf8nuj3oqiOdnsOc3OrmJ2lFEppeZhYINncE1jW+my+FsZcSZuo6lCwj0k51Ew6RFmrTJfZJBgylT/sWd+UtYkrfGwSXVAE/74syO9Nx0TwxWBjJvciNFYgrCpMQsACw9cYRoEkxDnRXaVxKqF10z1y/aWpAtGy6usyxoifzflQ7SuZZ7SxcRVxPKCeeBt1l8JtVXXlwhjLgJxOCLlLfS60PvZ6WRbY0t6XWe90FozrJ7BQ8YApvjgDI7CtaWFk9c1alNnjXJeAX+e0VBjW0Wi0MTu7gqWVw8J+y2mOu+VDWXil14UHozqA1yD0BanvAk1YsDhIc/0xgMw/DxzgxLR0CNjENT/w6etS4tMquX6g6ixg4WeQLqd2+GDlGQmuAHy5YqOrblO+TteyAHAODvnmWZJKOs7TSthLsjTD7vY6dnfXsbe3DoAGsLKm5PGMZZGjKIkXIOcuUCfNyGkAFkYOygqh3bGWysoDX/fe3sb95zlLgZtVAAP2JzkVQ9dW3QQAUflSwSk4GtcTkT4HU/RPi5lsz5NghDXU623Joc4tLInWAiBVC/b/3OCIk8pswhlVxX8X2LZfHWgbRFTYQqWJztGdzehqBqCaqsyCzGZSIt0pM1rhQ5W4BO5r2lfS1y4Bl5Ncr/x8Ux0UVKPHSRtWrTH831zVYR+4zAuM+mP0elvY3r6JXm9bepPieCj1eaniWGtZlOxucHrJygS8yWftKh7H93RNO8ud74fY3V1758J56NAZE8fDCWJ7txOQNklXF2DNuMz6QWXe4TxYnk4GQNIJrhmTDTBEGaiURrNBvSuRpUdZXDiEeqON1kyLgosRwdYYGOsJfyhVlxhXyuYzz3MRAPcBu+bdTaW4AZUIgvVD2e907+GtktfGWFIGWybk3u5knFjCs6CitbFmnFcQBjb6N3IQpr+X74O5RJXVkOPBGHs7W+j1ttHrbmIcDySWGI/6lnaymlrsPju2fhzwsKVkwSxNZQHY52QflF1CJrzgFhLm4a/X29jYuHpX4bwnEv7DH/keJOMEm5vXcPv2ReztbSDPKo3n+2Ti+YIgrk018dczmNCsAJCmqe1hoZZUFKWwo0mkx01e4wFKU2I07CKqNaFHPTQabXS7mwJI8X2acdSZnUNzhoZ1kQktoFn7WIFicoiwFoqm4ZyfscKbJhn5p1aj0SQRr8oDOrlQLhjwqEWUBp5tfTbGyQ/6CmVZlRUp/1lp3FqzRiNh4klfMqpHUkQonEG5VbK+CorCOoFtPKWgCoXxYIx+fxu7u+vSaRonxC5CGjKVZ82pHiYwM5aepyhy6vq07zUwMhKRDm+A0s5252fOgY69EfkOxZrUGNQaHZw8+RSOHXvsLeXvbfGcCwuHsLh4GJ3OAsoyx+3bl3D79kUMBnt2Y5W05rqTLzjJyrlPPi2sKV14vut7sgtA/OxcRajMAws0sadR8z/zefLQUBpt3cDc3AG0ZlpQHEAYI5GzH2ik41RAKBw0uEERlwIZqUOa0JeSIifPXT91Ohjh6pbrEnD/t7LtLp6iGnv1veR7Siu2PUAc5TMgJggDPsuEPd3rYTTuWXKEXYzHAyilkCZjZHkqZLPcDMg8phzEur4hR+KVpayEj58Fv+6mFlkIedwMJ95hn3+z2cHp0+/D8oEjuHr5Ndy+fQnXrr12f3hOjrjCoIb5hVWsrp5GuzWH4aiLixdfsP5KekeUzo4x31wQ2DlCnpI0AgmmmRBUQXLbm5r2W4EqyOLZlTyf3NcBgjASJl6AiMGCoIZGo41Wa86idtoILAFqEIXgRLcOfKTj1LaKUPKcW1olBWUFxQ98QfJI26vrJjjRPR869oFZ+CTh79vauHU/2Pdl35L7/FkQ05hGyWxvryFJRhgMdoUrng/GeNwXuh2OriX1Y3ERMqdTDlQVM7jCx6+7z9P1GSeEnC/SCjtAqaP5hYM4c+Z9mJ1fwo1r53Hr1nmMRn0kyQjd7uY7F86FhYPGGCNTw/h01GpNHDp0FocOnUGaxrhw4Xlsbd0A8467hPyy7PewyWezXt1sKZUofh9rZmFYsyeWA7OiyCYOhRshapsViGSeuBamX+7QNKZEo96B9gM0Gx3UbTemUgr1NtGHu9Ev+7OM0i/yUoaO+jZZbcpSmFDY9LIwsjBXvJ5VcOO+xv5tEqcYDwdI0xiDwZ5wvfftIFuaj5nClAVyO1TMGB7K4FVC6OSp+cC78YLSPrIsngha2Dy7xRdXebAbAECeuZuT5b8/dOgMTpx4AgBw88Z53F67ZEkgqqDqvqL1+flVwyaaH2pRZCAmDfJJFhcP4+jRR+B5Hm7duojhcE9GNI/Hg0pQrRCxmXcrS9oPREjZKTfGDrNyGtlcjeoKL3+W+z0GBtpOc2NtwAJLbbYE0mXqGr5H5rukES/U7ag8jdIUaLXmBMvKJdlmcwZMMsG+a2CpuAGIqacKWCkluzwnEDT33JdlieFgj+ZrZgkJHY/5sxykNHdJIUljad3gUqCk91hT234i3jfeQ0afsyYVDcpuhxPcTpQh7XKjd/5vSR1ZoQzDGo4efRSHDz+EJBnh2rXXsLFxTXifqmIIfe7m5vX7M+vc2cjRKX843UdFCTMzs4TDhx/C/PxBDAY72Nq6gcGgi4LKUyiKDFmaTGwC57rciF0uzDlZrAF4sQ/L18APgB8MCzsHai4m1bfT38QUOb4uPTwiyeJJFPTZCmFYl+9mFmUA0vXIxAxVlYyGz/KcILYq7NpwYEEcRnTdlM4pJFDh9BsFVpkEIq755AjaFUY3O1LY9B3v1XQ2hAUOgBxmcaecHiQ3TuBnou3hrcjQGjh69BHMzS1jc/Mmrl59FXt7G2IZSNtX18NCur196/6Ek+f2VDdV5dt4w91URr3ewuLiYRw6dBYAsLe3gd3dNZkIwZOCXUyoKUsxyzzu2k3gsr9afX+lJRlA4NZw2XzxhlLaxblWLhk6WsDNKPDDYdNU5JkAWVhA+TqmE+Hcc+4uN83Dfz+92PTKd1qhYsHk4JCFb9pyTH/XtEVhreb+N+8X72tlnp0qoOfB9Vk9pSzxbBNaaWg/wNLSEaweIgqfixdfwPr6FUtwW6WNOM3INOmuotvZuX1/PidL/HS5jBd3/jETBQtz4Idod+axsnICCwurSNMEW1s3MBzuESFXPESSxuB5iiwYbsTHvhCb9+nkrjwQmImH4rIAuw+IfVI36p8GLLDwTqOtWKD5+9xgDTal4gaG/GD5AfDfMyW2+xp/Jr23Oix8UAGIO8Bg3WmLMJ2TLK3bxfzxboDqBqdynVNaFIBjOSjPHEUNec9MZwkHD52GUj62t2/i1q0LdjBsLvGEW1IFqqnP3JDHluW+kvBzcwcMmwwXAMKpmzxLEUUNFGU+cVF8WljDhGEd8/OrWFo8jGZrFnmeYXPjGgbDPRHOsY3c3GjfTdq62tWNGF0y/+kHxaZOEsNTv+d0Bwux+9lucGCMmcj/ucLnBn7uoeB1t+ty/84N9ni56C45oA4iTATHTek4PiIAcR3cQ+taEFcYXa3q8qMq5QuLShBEaDVncejwGdRqDezsrOP27YvY2LgqOV/6Xi1T5Ao7ItslwAC4uljK6/cVEM3NHTC0Ee7EiDurAa5/xfw+vvPg+TOUR2Zgfu4AVg+eQqPeQZrF2N6+heFwD6MRMWL0+ztghrR7nWrXV71b2dQ18+7fAFXA4AqLmLWplAgfTkbiuO4C4Jh5R5jYlE18z9S18XdMp22mOw54BlFZFpQis3/n5iNZ0F1t6/7OHVXtHjD25Y0xCMMaoqiOIKCJeMpTmJtfxfLyUbQ6M9hYu4Ht7ZtYX78iARkTgrluHvMwuT43Hazqe7mKdd9mfXHxkGFB4y+fSA85gufm89hMu+NXhIXMalilFOr1DtrtOaysnMDs7DLKssDW1g10u5uI4yFGox76/Z0KODJ12tksA8A0TnAa8GqfwOQDdYRn2i3g6+YBpmzyWRj5c1M7Jpo2v5gIJljo3OtwNSULuTsD3s2OyGGylsjNE0+XBSeS/BaEMy2YRA5G0ToTxQZ+iCCMUK+35ZktLBzC/PwBhGEde3sbuH79dXS7mxOz2iXvOwU8mb4OVzjdkjfnz4H7BH4sLBw0nFapRodUU18rAEI+YRK51YJPDt20BpNRsXPMDw6AnS1Ux+HDD2Fu7gCieg29PepN2dm5TVrVakqZeOv6glPaZOKBOiaLhVQ0mqOtJtJWjhDw30z4daqapZnn5N4wBuGOviu7OL3l9tW4eEfeO1cTS5Q8pWknTPGUG+T6mG4Kj/eaMbWdzgKU9tFqzmJp6Qg6cwvIkhRbWzewtnYZve4WknRMxLM2KyGC41WoLq18O9KRqnaMkHeDQFdmeN9Yqd1XtM5mPfBDO2ZuUkW7+S2mvOZEN+f3+CGSoFSBD59k9l8nwCDGoNGYwezsMlZWjmF+8QDyNMfu7jpu376A3d11C+VyfNCp/J4bcQOQkqirce72EF1z6gYY8LwqZ+po1gkt6L11N8C0WScLk07sjxtcFXklCK4GNIZSUEWeTboIzrW79z5twuv1NmZnl7G0dATz86vwPIXxuI+1tUvY2rqB8XggysbXQeU/OtkOFx1l7D2ysLLmJybqVA6pW8J2BRvA/aeS8jxD4NOwUwZCsHCy+WES1ixNEEZ1ZySglhtgLRZFDTDpK58cJj31PGUrEr4d4xyBqVhqtSZWVk5gfv4AFpcPQgcaG7coStzYuIbYMhTzw3Kj4io3qUSQp6PZO8p5NopP07GQ0nJwxfc9oXkd88qoHFdrS7XFZh74EE4fjOpzPdGIE4EM/aFoQv58NwXEFoBnEy0uHMKB1ZNYWjkEP/TR3d7B7duXsLl5HaNRT54XC5nb28Wku3dLf9HM0Vg6H7Qls2VFVBY5/KDCp7Lc8GcFds7RfQnn/tpf7+Z622ka+2t/vVtrXzj31wO79oVzfz2wa18499cDu/aFc389sGtfOPfXA7v2hXN/PbBrXzj31wO79oVzfz2wa18499cDu/aFc389sGtfOPfXA7v2hXN/PbBrXzj31wO79oVzfz2wa184vwTL87w/43ne5zzPSzzP+6fv9vV8tax7UiDury943QLwvwP47QDq7/K1fNWsfeH8EixjzM8AgOd57wdw+F2+nK+atW/W99cDu/aFc389sGtfOPfXA7v2hXN/PbBrPyD6EizP83zQXmoA2vO8GoDcGHNns/f++oLXvub80qwfBDAG8JcBfL/97x98V6/oq2Dtkyrsrwd27WvO/fXArn3h3F8P7NoXzv31wK594dxfD+x6u1TSfrS0v34r1l0pEPc15/56YNe+cO6vB3btC+f+emDXvnDurwd27Qvn/npg175w7q8Hdu0L5/56YNe+cO6vB3btC+f+emDXvnDurwd27Qvn/npg175w7q8Hdu0L5/56YNe+cO6vB3Z9VXVf7o1GGCWJ/NvzPCx3OtBKYZQkKIxBu1Z7288ZJjGa0du/78u9HpTreLfWV6xwXt/eRpxl+OSrr+Ozv/gZAMBnf/2juHjxRXmP1hrf/rv+CDrzbZz//GtIkjEeec97oPW9DcZrz7+IR9/7NABA+RqPf/3jeM9jpzHfbN339c406ljuzLyjv/ncpcv48MMPQ3l3hTt+1a+36758IMDGWVHgtZs3cW17C//m7/8cyqLEx3/132Bndw15niJN4y/r9wdBBN8PZWb4/azjxx7Hez7wTXe8/vQ3PYWdtV38N/+3b5PXQl/j0UOH/2sSyvuat/6uCuftvT385L/9FXzs3/4qfv3XfxpZliDP03fzkr7kSykNYwyCIJTXalET3/CR3w+tAxw4voo/8Ce+646/q4UBnjl56qtFgL9yhPOTb76JT37yRfzT/+vv4ty5T79bl/HALKX0Ha/Vak184AO/C1rf+bv3fMPX4MO/62snXlvqdPC1p09/2a7xi1wPtnCWxuA3Xn8d//Bv/FP88i/+OPr9nd+qr/6vYnU6i3j00a+D7wf43v/hD2NmifzfrzlzGqdWVgDg3dTCD6ZwPnv+PJ599kX8q7/347h48QV0u5tf7q/cX846fOgsFhYPAQC+6w//t3jmI0/jtz/5JAKrkX/l5ZfxLY89Jv/+Mq0HSzh74zH+8c/+Cv7OX/zLuHHzzS/X1+yvd7harTkcOfIwft9//8exdHgR3/ft34RaEKARRV/Or727yjbG3OvnS752h0Pzw//835nHHvt6o7VvQAdg/+cB/FFKm0OHzpgnnviI+aEf/nHz6QvnTZrnXw6xuKv8/ZYJ52avZz722mvmsce+3vh++K5v/P7PO/+ZmVky3/+Hf9D8vZ/+ebPd738pxePdE85bu7vmu77rz5lGo/Oub/D+zxf/EwSRec97fpv5ez/982az1zPr3T3zwpUrX4yI/NYL5+5waP7If/+/mkce+VqjlH7XN3X/50v7o7Vv3vvebzN/76d/3jx3+fIXIyq/dcJZlKX51VdeMd/93X/eBEH0rm/i/s+X90cpbebmDph/8p//y4MtnLd2d81f/9GfNPV6+13ftP2f39qfTmfR/ME/9L+YZ8+ff7CEsyhL8/f/3X8wp069513fpP2fd/dnYeGg+Ref+KQpyvLdF86bOzvmd//uP2OazZl3fWP2fx6Mn5mZJfO93/eXzcdee83kRfFbL5xxmpr/7y//Z3Ps2GPv+mbs/zyYP7OzK+aP/en/3ewMBr91wnllc9N893f/+f300P7P2/4opc3DD3/Q/JdXX/3yC+e/+MQnzeFDZw3gves3vv/zlfNz9Oij5m/8/Z8yt3Z3v/TC2R2NzJ//wb9rlhaPvOs3uv/zlfmjlDZnzrzffOKNN750wtkdjczv/96/aPa15f7Pl+Ln+PEnzF/9O//YJFn2xQnnz/zmb5oPfOA73vUb2v/56vrx/dD8P/7K33lL4XxbyNzPPfcc/sTv/B5sbFy91/u+gpaHhx/+GszPr97xm7W1S+j3drC5dQO0f/vrt2IZY+4Kmbtn9+V/9yf+On7h3/0YtrdvfXmu6rdkeThx4gk89dQ34w/+P/8AGmGI9544gQMzMyjKElpVnZhXNjexNxrh1u4url69jZ/7B/8GBgaf+fS/x2C4J+8ryxL7wvvlX/fUnJ7nfcU+Ac9TOHbsMfzBP/3n8Ef/0HfixNLyHe/5kX/98/ieb/swDs/Py2s7gwG2BwOcOXBAXnvu8mWM0qqx7pd+9mP4F//wR3D9+rkv2bXSc3C320MYRvDgYXHpMObnD0JrjZMnn0aSjLCxcQ07O7dx7dprKIocZVl8Sa7l3VhvpTm/6oTT8xSOHn0E3/9n/jz++B/+bhxbXLzjPVlR4KWrV9GIIjx66NDE75Isw+XNTfha47Ttrbnb+uhrr+Fv/89/D7/2a/8MSTL6gq8vDGsIwzoA4IMf/N04dPwEDj90GKPeCDu3q76pzkIHf+hP/B74WqNVq6FdI0Fd6nSQFQX64zGGSYIXr13FhXNX8SN/5Ydw7do5GFN+wdfyoKy3Es57BkR4AJzmL+zHM3NzB8yJE0+aH/rhHzc3d3aMMcZ84o03zEa3O5EOS/Pc/NX/9z8xf/zP/k3zY7/0n6azZcYYY5IsM8M4vuvvtvt988KVK6Y7GplRkpif/dznbM737a9zaemo+dF/++/NpY118+z58+bTF94xQOIt1/XtbfODf/vHzbFjjxnPUw/AM/nCf6blznwh0fq7fdH3+omihjly5BHzZ//SD5u//qM/aS5vbJjNXs9s9npmGMdmvbtnfv6558wgHpt/+9nPykP83/7BPzN/6I/9NROn6X0JQV4UJk5T81Mf/3Vz7uZNY4wxv/zSS+bw4Yfveb2zsyvm2fPnTVGW5r+8+qoZJckXdA2jJHnLg3K3dWt313zv9/1l02rNvevP6L864VxZOW7e//7fYf4///5XTHc0ugP58pf+1j8y/+jnf9n8xK9+1Nze2zNJlknC9x/+3C+Z7/mev2D+8X/6tYm/2ez1ON9217Xd70/8/tbursmLQgANt3Z331ZAv/Vbf8A8e/68ee7y5S9Y2K5vb5tfevFFc2Vzc+L17mhkfv311+/6N3zPP/XxXzcLCwff9ef1X4VwhmHN/Jm/+LfNqzdumAvr6+b23t5dH06a5yYvijuEdr27Z77tt/2RuwIQfuJXP2qub2+/pZC8fuuWee7yZfOvPvWs+aEf/nHz+7/3L5rPXLhgjCFN+nf+xc8YY4z5H//XH33L6/c8ZXw/NM3mjPnrP/qT5ubOjumORvfsxSnK8o776I5G5ic/9vEJpM+z58+bf/2pT5miLCcQ6b/80kvmr//oT5pTJ59+15/fV6Vwau2b//uf/z/Mv/7Up74Q6NVbrps7O+aHfvjH79BCxhhzeWPDjJLknn//5u3bZhjHpijLO67j3M2bZpQk5tu//Y9/gfflmYcf/qB573u/zfzUx3/9Hd1HkmXm1Rs3Jl67vbdn/tPnP/+Wf3N7b8/8b//gnz2wWFvzlSicR48+an7yYx8Xk/rxc+fMv3/++Xf0MN01iMeiIYuyND//3HPm4+fOmZ/41Y++YyHhlea5+Ut/6x+ZJMvMH/yBv/KO7/Hs2WfM3/qxf2l+7dVXzCvXr5t//hufmPBF37x9+w5hvNt66dq1t33P9e1t853f+WfNg1aCNl9pwnn06KPm1159ZWJzP3/9mpjTv/3P/u3bPox7rR/9N79g/pvf/z+Zv/Q3/6HZHQ7f8n1Jlpm/+69+7i1//9zly+ZP/o//L/Pf/cm/YWZmlu77fjudRbO6esrMzq5ItuGdrMsbG2/5u/Nra+bVGzfM67dumR/4o3/V/MLzz5nv+q4/Z2q11gMR2ZuvJOG8m2BOr7vArt7xGiWJ+dP/8//1tlHzvb6rKEvzz3/jE+bj586ZP/iH/hcThrUv6t7r9bb5l88+e88A7W7rXn74zZ0dc3ljw+wMBubC+roxhg7ds+fPm7/2Iz9hTp16z7vaHWu+UoTz2LHH7gVKNcaQeT538+ZbPowky9724Q7isfmxX/pP5vv/8A/e8z3vZJ1fWzOdzuIXvQed9oL5vb/3L5j/8yd+2tza3TWfeOMNc2lj/W3v526H7OPnzplhHEuGIE5TkxeF6Y3H5pNvvmmMIXP/137kJ8ypk0+/K0JqvhKE88SJJ83Hz527Y4PzojD//Dc+IVQov/bqK2YQj82/+tSz8p7NXs90RyNjjDGXNtbf9mH+qf/p/zSnTj5tfvGFF97yPW5+9O1WdzQy/8MP/Yj5UvpzSmkzP79qOu0F8y+fffbtL+Iu66Vr18zf+rF/Kf9+8erVt8wQ3N7bM3/j7/+UOXXy6d9Sc28edOF8K8E0xpjeeGz+4c/90gRPD/fG8/qF55+b+LcxxnzstdfuGp3//9k77/go6vz/v2Z7dtNJQiCht9CbNEEsIJzd8zhPPfX86p3lmuX86Z3tLKeeZ++eHUVR7CBgAQSk1wQICem97Ca72d5m5v37Y7PDbrYnm+zCzfPxmAdkZ3bmM7Ov+ZT3+/15f4iI3t/8E2k0GbS/uppsTidtPX7cb7/FYQ8YJH2+bx99tndvwLn0Fgvd89irfW7Sw23jxp3RK4/S3qoqWrRoRUzfaTd20WWX/VUUp0QipWtveCDgwWuNRnr583V0oKYmqgda1txML3+21u+zV774lv7x7//SMys/o5Vbt/mJ98ZbH6ElS64T7Ii+wrc47HT9TQ/R0qXX+52vVqulN9d/7/fZ4bo6uuCCmwckKdmECXPD2mODwfE8rT10MOygLxg7TpygR1/5gHJzh//vinP8+DmkM5kCHk5lWxu99vUGuu7GB+mRl1dGtENuKS2l9zb95PdZRWsrbS49FtQwf+aZv6Tzz78h6Lne/XELpaVlB4idiPzOsXLrNsrKyh+wGkahUNE3Bw+GfQ7BiORkCMcnu3f3+7QcSkZxpqSk0caSkl49tGa93q82eGPtdyEHMFXt7QGDhWDitDocdOsdT9KIEZPppTXfhL3+7fc91yfTUW+3iy66NeKLGm9W795FOTmF/zviZBgJ/eXeZ6MOwPDWfl5aDAa65fYn6Xe//ye9uf77sM1/WXMzbSgu9vvMV5w2p5OeevdTOlBTQ6mpWfTgs2+HzUPZaTbTzJnnD7gwAZBKldqr2jMWWI6jY42Nfi/BJ7t395tAKdnEmZKSRkcbI3s1bE4nPf/xV3T9TQ/R0++v8WtW241d9NS7n9Ly5TfRlCmLA4IhKlpbA0am7cYuKm9pCVpzOlwu2l5eTp/t3Ut/uffZoJ4ZjufppTXfJNR4fcnFf4p77en14x9rbKQb/vAwvf3dpoBn119NPCWTOGUyBd3z2KtRGZpZjqOShoag/VIiovWHD9N1Nz5I6w8fpnsff80v4shgtQo1s/ffqvZ22l5eTuecc03QPmdJQwP94S+P07U3PEAVra0BP+DeqqoB7WcG27Kzh1BDR0fEZxcLlW1tVNnWRnqLJey5n/voy7i/mJRM4rzggptj9oCEwupw0MMvvU8Gq5UMVmvIjv/6w4f95kq/ueEH78w/sjocQpfhnR8207ayMvpk9+6Ac5Q2NdHw4ZMSKkzA0yX61+sfxvysSpuaQjouwmGyn+zLG6xWmjx50YCIMwELszK48eGboJD1fmXDE62tWHf4EHZWVMDidGDp8gVo0nfi8Wfew5DMTOE4k92ONqMRAPCL6dMxa+TIkychQt4IzzSM8tZWWJ1O6EwmrHttHYx2G34zf77fNXkivPL8R2hoiM+8ob5AxMNuiW3VuiffWg0Xy2JQavRLJJrsduytrsLhujrwnsoKmWo1/v3hS8jMDD2FJW6EUi31U805duzsPjdJLMeR1eGgtzb+SBtLSsjpdgsuOV9e+3oDTZy4gJ5482Mqrq/3G1BdfvkdQoQTy3HUbuyiF1Z/Tbfe8SQ16/UB/vR3f9ySVFn07n/6raifV1V7O40cOTWsNywYHM8HbeFcLEtXX/uPfq85B1ycj77yQUwPqC+UNjXRLbc/SUpFCqWmZtGVV90jvBhV7e1C9I/T7ab91dV0+33P0Y4TJ2j17l1C9FOdTkc2p5MWLVqRcEH6bosWrYg4KNpYUkIuliWO5+mjHTvjEizjZceJEzRy5NTTR5xjRs/oVThYX3C63fTOD5tp3ryLSSKR0qxZy2jVzzsCjmvs7KQFCy6nd37Y7OetKmlooPc2/URKpTrhgvTdCgrGCbEEoYgheasfLMcJ0UvhuOufL50+4pw1a1nADX60Yyfd89irVN7S0qsHGS3emZLfHzkS1ERU0tBAX+7fT/c+8brfj+piWVq48IqEi7Hnlp42KMCBUaNtp21lZVEFJ/uiNRpp5ZatwmCJ5TiqbGuL+L1tZWVx6epQMgyIVtx6g9/fHM9jxby5OOP82Xj47pfgYlkAEDrf8SRFocDls2dj2dSpAXPVAWDd+m3Y8e1uTF442W8NyBOtLaiqOhT38vSVtPRsnDlunN9nP+w5jHajERqlEhwf/fz1/65aixuWnIfdlZUAAKlEEnbOvpcphYUYM2ZmbAWPhVCqpTjXnBkZuX4BxFaHg1789KSL8I4HXqCDtbXEchy9/s3GkNFEkWjt6ooYLkfkqR28szcNVivNmHEeXXLxn0hrNBLH80L84wurv054LRlsGzJkTICRvNNsJpvTSRaHnbaVlVGn2RzV9I3SpiaaP+8SOtbYGHT/ltJSWrl1mxBt7+3HEnkiv/ra5aFE15xDhozB2UUThb9VCgWuvfA84e/rbroMFocDNVot7BZ70Ewd0ZCRkoK89PSIx607fBiTx83AX+55Bp9t3YGWlmrs3vMNihsa0KzXY+V3W2B3ufDx82/1qhz9jU7XiDVbdvh9lp2aihSFAhqlCouLiuBwu2GwWCKea1JBAf71zpNgQ9S25ZX1qD1Si9z0NADA0cZGdJrNAICJBUMxfvycPt5NCEKpluJcc86ceX7MsycP1NREyiUelnBTPUoaGig/fzQBoCuuuItGjJhMb3+3ya+/WdrUREOHjk14LRlsy80dHlW/MBg6kykgdnbdoUO9njzYV7MSJbrmvOovv/fL6BYNUwoLkaFW9/qa88eMDblv2rBh+NV1t0EikWLk1JFgWRdsJqvfMUa7PaY8SAOJ2+1Ee7eDIRp0JpPw/4bOTkwcOtRv//Jp07B82jThb47noY+i1gWABZfOh0QS/yWvB0SccrkS2UOyIx/YTZPek9BKKZdHtUB9m9EYdAAQaRlmfaseF114K954+gFMnLgAlQerYHU6hf0VDU1Jm/5Ro0nH1GHDhL9/On4cj7+xSvjbxbI4UFODP979H9z10Et44MFXhX2zRo7EsaYm2HzuVS6V+q2pznIc3vvyOzz51mq4ufAZ7M5dMBPp6b3rhoWj9z7EGBgyZAyuPndR1Md//dMuLJ47HdN8Hn44anU6HGlowLKpU2Mq16ipo7Bw2RwUl2xBS0s15i0/C+1GI9JUKgCAtkEX0/kGkilTFkPZ7QKu1mpRXlmP/FGehLhujsPKH7bApDfj7Zcegtvtwofbt/t9/+yJE8O++Eq5HHdcewV4IsilUnTZbOB5HtlB3J9TCodh4cJfYv36N+J4hwMkToZhwIRY7z0YmXmZ0MSw+PyCsaGb73Cccd5MfPLyl3A6bWhsLMPx/7cT6vSPcN/N1wAAPn99Za/O298UFozH7PPmQdZd09ldTpw1ewqmFA5DVXs73n3/G5TuOob9+zfA7XZizJiZWDJ1it85ommRpBIJvHUpy3EhB0yA5zeONwPSrDNM9JcpbWrCc7c/6te8BuNQXV0fSwVcOmsW2pua0dXVjmHDPJaEde9+IthbqR/srX1l7NjZ+Hzbejx+zx+EPvyUwmGYUjgMLpbFTVf+Fcd2HMH42ROQnz8aaWnZuPu5J/wCYnpDTloa8jMygu5r7erqzvYcZ0KNlCiOo/U7Hnghalfa0++voRpte8Tj39r4Y69GlkQev7rXi9Ju7KLt5eW0vbycUlOzKDdnGO2vriYiojlzLkz4qNx3UyrVYae1cDxPb6z9jvZXV5PT7abP9+0TnlPPpGBGm432VlXFLWi5pKGh15PhKJHuy8dejT72sLWri442NvQqcqm3OTeJPNN758+7hADQ/HmX0MHa2qRbNvGSS/7sFyXEclxA1JDT7Q76Yu+tqqKShgbhGX114ADdcf/z9MzKz/qUIM3LzoqKXq/mR6eKOHtidTiinq+9ufQYsRwX1r7Z2tVFz3/8VVAh76+upvT0HJLJFAmPdu+5jRk9gw7X1fmVd82ePQGf7a+uDmobfnP99/TOD5sD5vbHi8q2tl6/zHSqiLOyrc0vIsbrSozFGN8zrtMXF8vSa19vCGrAZjmOnvnw86Rbz1OpSKHH31jlV9ZOszlutV5v2FtVFTAX/pxzromrOBMQCR+eUbm5GOnjupQwDNRKJSraWkMGM5gdDuysqBD+9pqCfGkxGLCxpAQ33fwIdnzxM/ZUVMLq9I8ml0okuPO3V+DR/76LIUPGxOmO+s6djzyPe/9wtd9nZocDZ545AwzDYENx8YCXacaIEUhPSenfi4RSLSVJsx6Kw3V1fvOFwtUgLpal6296iGQyhVAmmUxBZ599lZDX3ReO56myrY3mzbs44bXmGWdc4BcEw3IcbSgupilTFlNR0XxyuFxhpzEPJPGuOQdUnK9+tZ6+OnBgwB/anqrKENnfGLr+podCJmP45uBBSklJS5gwZ89eHhD0e6CmhrKy8qmwYDw99Nw7QQc/Trc7bL7O/uKUbtb/ePmFSFOp8NPx42GPO9bUGNfrfvP5FphMHUH2EA7s2gSjzR70exfPnInRo6fHtSzRMnv2cnyyfiXG5J1c3KuqvR2vPPkBpk8/D9/s+B6P3HljgDG9WqvF+uJiGO3B7+lUYsD7nNOGDcML/3hD8J8DQElDg5//NhbvUF85XrYbt9/6BP677nvsra4SPndzHJxu94CVw5dZs5Zh9bfvBwT8qhUKXHv7Cnz/40r/maTdON1u7Dh2HBdOn47pw4f3W/n6Ixg8GAPivvQlNz0dr7//CIZmZQEAiuvrkalW+0UsBVsKsCculo16erFUFjpiZvToaZi8cDKMHUY8dNsTOHvFUihVCmz5dBMaGspQXV0c1TXixfTp5+Ljb9/3W97Qy9CsLOG5eWkzGmF3OcHxhJ8OHcFNv1ga1DXpHUxKJZKYnl0wPt6xE3PGjsGEIYGL28aVUO099eOAaFdlpdCX6jSbAwYz0azT88ba76jd2BVVX6hOp6PFi68U5ruoVKmUkpJGEomUvty/XzjuhdVfU3b2ELrrny9RSUMDlTQ00N8efpkKCsZRdvYQmj79XEpLy/YbWMVzk0pl9MzKz4jIYw7z2mLDPQ9v5LvRZqNnV30hPBOjzeZnAy1rbqZarZZcLBsxpXkkjDZb0CnDp/SAyMsLq7+mf73+YcgMu6EMxVtKS4UBgNXhiClriN5ioQM1NXTngy/S2kMH6fsjR2jo0LFCgC3H8/TcR1/SVdf8PeBladbrqU6nI53JRLVaLb346Tc0c8ZSksuVcRYoQ7fd+W/ieJ4+27uXDtTUUHlLC1144S0xe8xYjouYNlxvsdBrX2+Ii63U6XbTmWf+8tQXJ9FJN6XXDNLa1UXF9fUhb3717l1+ueJLGhqoWa+nDcXFgsjrdDohwvuzvXsj+o2vv+khmjTxTPrrP56jex9/jWbPXh50PR+n2x2Qp95os9HLn6+jiRMXxFWggwYN9ZvLU9XeTq988W2/mIs4no/KubH20MEAp4XD5aIXVn9NVoeDdCYTbSkt7fXLSskkTo7n6c4HX6Sn3v1UeLt9F596ac03ARPcetrzvMlgD9bWCh6hPVWV9ORbq4mIwi5o4N3/n/fW0H/eW0Of79tHJrs9oKbheF5ISOtbSzfr9bS9vJx2VVbStrIyYbpHvLYZM86jm/74GH20YydtPX6cDFZrwNTpAzU1dPW1/6AVV95Nf/3Hc2G9YkQUNIfUpmPHomp99lZVBXioiE52N/ZWVdH3R470OsEXJZM4iShsTdDbWqLTbKalS68XugUcz4e09/WM0mns7CQXywqLuhJ55nM/9uqH1GIwBNTCLQYDvbnhB2rs7KSzzvp1XMXp3bxJIM4771patuxGuvzyO+iO+5+nX/3qLho9errPsQy99vWGsM8mWP7SWJIuRDp207Fjp484Y8HmdNL3R45E9TAvuuhWmjx5EZ111q9p0aIVdPHFt9GX+/eHjFhysSw99uqH9MLqr8npdpPRZqM6nY5Km5rooeffpf3V1VSjbQ/bf3vuoy97/WyKiubT3LkXkVqdTjk5hUGbxqfe/ZRYjqNPdu+mqVPPDnqe88671q9Meosl5OKt28rKQuaI319d3au0NY++8gH1diURSiZxshwXEE0TDpvT6TcYCoXBaqW5cy8SrsswEiooGEf3PPZqzOF0PXNzhuOjHTtJpUqN+bmsuPJuoZbeUlpKL3+2lpYvv4kWLrzCbwGEJ978WLj3B599O+i5guWv99LbtDSxcNMfH+u1PiiR4nz0lQ/8RoR7q6oEk0kovAG/0XCwtpYcLhdVtrXRqFHTSC5XUkHBOFq5dRsdbWygHSdOhF14q7ejVe8iU1aHo1fhYlOnni10L3z7fg6Xi+64/3mhmdRoMuiii26lZ1d9QWPHzg56Lt+1hnriO+W3tKkp4iJkveHii287NcV58cW3hYzJDFWjxZLk9PN9+/wWyDpQUyOMLjmeJ63RGPK7TrebXvt6Q6+Cm1du2UpEHrttdvaQmJ/L0KFjqay5mUoaGujdH7f4nbuhoyMmS8Cy8/8vqjJ3ms29utePduwM2ZpwPB/DislJJs4RIyYHNST/cPRoxBo0Fnz7heFqh+L6emG1jLe/20SLF1/Z60AJjufpd7//Z6+fzcqt20KOtA/U1ESVZlAmU9CH238O+zyiIdyIf2dFRciuWHF9PaWmZp1e4vR6NqLhWGMjPfLySqH/1HMFNyJPR9/bRJvsdmro6AhqKrn00r/QggWXE5GnJpkwYS79380P+6Xl9tr/THY7Vba1CRYEF8tSRWursNjCzoqKXtWavuIM9iK5WJZMdjs9/NL7YVeGk8kUdMcDLwS9z+3l5TF1WXrrOdpfXd0nrxklUpxpadm09lDvlyfRGo00c+b59Ps//cuvc+/tEuhMpoAf4fN9+2jatHOCmlCefn8NPfzS+8Lfaw8dpN//6V9+I1jvSLekoYHOPfe3dLSxgR5/YxU99Py7dKCmRhDPlVfd0+vnolCohPU1D9bW+rljy5qb6VhjI7EcR0uXXh/yHFdccRftqaqMKp9mvPE+9xc//aZPC7pSIsUJgJ7/+KtePYCGjg568Nm3af78y+hgba3fPo7nqbGzk4rr6/36rnurqmjWrGW0fPlNdKCmJsDr09PGSeQZFDXr9UFrGofLRRzPk83p9LN3ekaovV+IdcqUxUKN/OX+/XT/02/5TUDz7itvaaGZM5YSAMrKyqeiovnCHCepVEYKhYoKCsbRFVfcRat376IXP/0mpGs4HCUNDfT5vn20vbw8onVjx4kTtK2sjBwuF9331Jt9eg6UaHH+/ck3YnpQzXo9rdmzh+bMuZD+cu+zQV2RLMcJzetHO3YKzeOW0lJ67NUP6fsjR4gotCmlp0vuWGMjuViWnl31BX25f78wGg+G3mKhadPO6dMzueexV/2uPXr0dKpobaUabTt9tncvuViW9lZVUVlzM+2vrqa3Nv5I28rKyMWytL28nN7a+COtuPJumjnzfBozegYBHvOZQqGiCy64mdYdOhTy3o02W8BitBzP0ye7d9OyZTcGDNB64j2vzemk5ctv6tNzoESLs6hofkCtVNbc7OdP53ieWru66F+vf0gTJsyl+fMuoXd/3NKnKb/hCJUB+JKL/0QFBeOCrhDs5eXP1/WptigoGOeXR5Tjebrj/ufpzfXfU0VrKx1rbKQXP/2G/vbwy7RgweUR7a7Nej19vGsXrdy6jZYvv4kKC4tIqVTThRfe0uvscdFQ1tzc59kClGhxFhSMC6iparVa4aEfa2ykuXMvovHj59D8eZfQOz9sDjva7NnEbz1+nK665u/0r9c/9Ft+z+Kw0xVX3BV1eB2RZyHTOXMu9BsgEXmM/N6krN5mtrfb+effEOCmbdbr/V7Ez/bupauv/QddeOEtAeKs0bYHLLnty+bSY5SamkUSiTSqNUbLW1p6lfr8vqfe7POiWZRocQKgux95JeRN2pxO2llRQR/t2ElHGxuI5TjaWVERslnyDWRoMRiosLCIMjMH+63gRuSpkYrr62Py11scdtJbLHS0sSGoienlz9b28Qdh6JkPP49Yjpc/X0c33vYoXX3tPwJeVIfLJaxq19DRERDY4XS7aU9VJX2yezcNHz6J7n/6rX7xFPXFM5RU4pw+/dyIUTCH6+oEg/36w4ejCulq7OyksWNnBwgzGg7U1AQ10m8rK6NtZWWCCczb59WZTH1elHXYsIl+YnK63X4WhxaDgR595QN66t1P6YILbo5Y61kcdmEVup61PZGnDz5q1LS4e4ZqtO00ZMiY00OcMpkioCky2e0Bb3SsWSm8I+3e1Aw7TpwI6o0yWK1CMO7jb6yirw4cIJbj6On31/j5vWPdUlLShJeooaODNhQX09pDB2nx4iuFPrC3qVxx5d0h1/z0pbSpiZ5Z+ZkQuBKMX/ziD1E/V4vDHpV99IFn3qa+9LuTSpwAaMmS6/wewo23Pdors0covD9maVNTXBYvdbhcpDUahWCVzMzBfbr/ESMmC/frYlmyOOzkdLuporVVEERxfb0wjeT9zT8FlMlkt/tZEspbWui3v7ufHnrunZD3obdYhBo6EsX19SGjlrxwPE+33vFkXDRBySLOWbOWCf0nh8sVkJvcZLcHdaO1GAxha8bWri7ieJ52VXq6BN5g5Hhy54Mv9vn+/3zPMwHn3VBcTG9/t0kYDNVqtTR48EgCQE+/v4ZKm5oC+pw9+9Blzc308a5dYcvP8XzUeaeC4bvAWXlLC+XljehXcQ741ODDhzfhk607AXiy5y4uKvLbb7bbYXEELjrabjR6X5igtHen3vYmkpVKJMIsxG1lZTD1mMett1jQZbNhX3U1tKbgudXf/PZ74f9dNhu2fvttFHcYHpk8cCbooNRULJ4+Gfbuqcgjc3Pxmxv/CpUqFd+++wU27TwYkK/UN0U2ABQNHYqrFywIe20Jw2DG8BH4w58fx8Ha2qDHcDyPjSUlQfe1GAwAPFODX3/lE2i19WGv12dCqZb6qeYEPCkGo/GpR7uSmC/Ruklbu7qEgVBlW5tgzPflzgdfFGyRobOGxLbdcf/zUZXPaLPR2kMH456oi+U4+vuTb9DUqWcHmOOipbylRajZ47FRsjTrgGf6gdfbEa5vE80ajJHOEYoWg0HwID3+xqqw8ZBERPc//VZc7n3FlXcHWCxCdT+84W3fHDxIB2pqAvrQRxsbetV1cbEs3fv4azR16tl+kUbRnIvjebr9vufiqgdKJnECoAULLvcz1fQF36So0dJpNtP8eZfQWxt/pNaurogmrr8/+UZc7jsnp9DPdFXW3Bww/0dvsdCOEyfI4rALAxiW4wKWpO7tKndEnoHj9Onn0uTJi+j9zT/RZ3v30nU3PhjxnB9u/5mUipTTW5wAQzfe9mhcprx6R9Ph6BltvuPECVr18w666KJbw9pSy1taqKK1lYqK5veLOBNJQ0cHPfzS+/Sf99bQl/v3R3SRuliWFi++Mu5aoOQTJ2j+/Mv8JlPpLZaIZqW3Nv4YVXiYw+Wi1bt3CaI12mx+I1XvdWq12rC1pslup2c+/LxPIWG+m1qdLoTJhSJca+Jwufo04g5GsLn6XrzrZ3q7AvFPJJGk4gQY+vM9zwiLo364/eeICxGs2bOHShoaIjY/b67/ntLSsvvkFdFbLGS02ejyy++I633/7eGXQ17TZLfTb6+/L2Q/muP5mCPcI1HZ1hY07pXI052wOhz04LNv91saHkpOcXrWcCxrbg7rR++Ji2WDNuOtXV1CB/+CC26m1NQs+n+PvipEF206diymbsT28nJ6Y+13fQ5s6LkVFhYFTXJA5LElTpy4IKLb1ul292ldUF8aOjrCznuvam/v18UbKFnFCYDOOeeaiKlj6nQ6uvaGB8KaP7w1sN5iodKmJlq9exc53W5yut20ufRYxKwYREQbS0oE4XeazXThhbf0yz3f99SbAdd2uFz0+H8/ole++Jacbjc1dnaG9HIZbTYqa24mi8Mecdnqw3V19O6PWyLOEfLOeOV4XjC425xO+uPd/6F4uClPSXEqlWr6z3trwtacBquVPtm9O2LtqjOZgv6gvt87UFMTEGgb7LiVW7b22z0PGzYxaDl9W4Ti+vqItsgfjh6lnJxCWvXzDr/PHS4XvfvjFvrvuu/o5r8+QZdc8mc677xr6Z0fNgft07YYDHTvE6+T0WYjF8vS0UaPBeRP/+/puPW3T0lxAp60hJHcb73B4XL5RfUYrFb628MvB2S1qGhtFQZGxxobqbWri5Ysua5f7zlY7RkrnWYzTZt2Dr2w+mvhs8q2Nmrs7BQmrB1rbCSO52ljSQk99Py7dM451wR9OV/9aj0999GXwt/rDx/uVbKI006cgCc5v3ckvmbPnpC1mxcXy0YMJ+uJyW6nV774lp776Eu/WuqDbduFPlxlWxv9+jf/r9/vd/jwSX3O3V6r1dKYMTP9cu2//d0m+vuTbwT1rnE8T1tKSyOajbaVlQ3YImF0KojTK9DKtjY6XFcX9OFWtbcHXQEjForr6+mCC26mf7/zSdD93qUGB+J+73vqTarRtoeM1K9sa4t4v8caG4O6g10sG9JM5jsw9M3wR+RJEtGXDB6nrTgBT4YQ79J5uyor+2UOkTdAtycsx/Vpum+s24gRk6m4vj7kgDBUMi7f40PFBjz6ygf07Kov/Cajef/1bZXqdDohJ+jW48dp1KhpA/p706kkTqUihf754nukM5moxWAQYhfrdDp6+v01wdUWBG9wcLBsGKHYXl4upOceqO2uf74Usobz2ju9/WAv28rKhO+s2bOHLr74toDvPv7fj+jFT78R/o4UbLyltDQh631SCP0l3QpuAOB02fH4327BhUuugtFmw5njxgHwhMEp1ZFX2rA5nbA5neCJsP2L7bCbbSGP7TCbhf9rTUa8/M93YLUGD6HrL1558h5sCBGmlqlWAwDGDh6M3LQ04fPFRUV+iw5MP3tWwHclEv+fd8nkySHLsOV4KW644Neory+Nqez9SijVUgJrTt9t9uzlQdOqPPLySr/gV18aOjqooaODdlZUUGHB+IA+W0VrKxltNuo0m4URbXlLC51xxgV9moLRl23Zsht73X2p0bYHDKzajV20dOn1dMvtT0Z0CW86doyGDZuYsN+YTqVmveem0WTQv17/0M/8Ey7hgRcXy9LKrdsCBgvPf/wVLV16Pd30x8focF0dVbS20uzZyxN6j3K5MmB1O5PdHtW0imB8deAA7aqspGa9PqRFwOFy0T2PvUoFBeMSeu90KovTszG0aNGKuCzJrDUaaf3hw8Ial4kWpncbMWKy37QVvcUSMEszGtNZeUtLxBG+1mikJUuu63cDe7+J884HX6ShQ8cmvPC+m0aTQb/85Z3U2tXV53lCVe3tdMYZFyT8nny3kSOn+gnU1zVZ0dpKe6oqI95zOHF6W5Mzz/xlwrowgCfgfNGiFd60N7GLs7i+nkoaGuiO+5/vnp/cf/7VWLfRo6fT5MmL6Le/u98vAEJrNAqBHt7QsmONjX6mF2+NmWzC9G55eSOEEbxvk/zl/v30xtrv6Jbbn4w56MPpdtPKrdto0aIV/RL2Fu0mlcpo0aIVtHLrNjJYrd50RLGLs93YJbyl5S0tdMf9z3cva5I8ImUYCRUVzaeHX3qftpeXk8Vhp9KmJqpsaxPMKFqjkVwsSzankyrb2uiuf76UdC1Cz00mU9CNtz4SkLBVazRSY2dn1HOL6nQ6+vc7n9CiRSviHsEe28bQ4sVX0sqt26i1q4tsTidxPO91PgTVH0OevmUo/Hb+dPw4hg0ahNde/RSr33oRbW21PQ9JKMOHT8I1t/0VEokEDpsDUqkUE+ZOwJJZ0/DBpxux/etNOHJkG3S6hkQXNWqKiubjj4/+A9ddtFQwK0VCZzKhy2bDqk824odPvsKevev6uZShUSpSMH/+pZi7dDHu+9sN6LRY8NGa7zBy6khcf/Zi72GBi3UCsYnTZLcjPSUFgGd55eeeeh/r1rwLXUcTnM7QtsREolSkIEWdjq4uLZLpRYoFmUyByZMX4pyLLsE1N16KQT72zqbOTlidThzYcQS6Rh1Ylxvffr4SFoshwffMYNGiX+H3j/wJV5w5HxaHA50WM8YNzgfDMD0Xhg0qzrDNerjmwjtdoLWri179aj0tXnwl5eYOT3hzeLpvanU6paZmCVtKShqpVKlJMer2boMHj6Tly2/ys0N73dEh6HuzHgyT3Y4WgwGjcnOx/cQJfPvxj9j4+ceoqzsKt9sZ6esipxEFBeNw9c23Y/4Fc6FWKDBn9Gjk+NTyYQhac/Z5vfX0lBShqdcZTRg8cjDeX/8xfv75EL56cxUOHPgOHMf29TIiSYpcrkRR0Xz84tdX4uabf4XReXn46sABzBszBtmpqX06d59rzp406fWo0WpR09yGZbOm47sDh/HBv97E8eO7oOto7H1JRZKK/PzRmDTpTPzfw7dg2sgR2HW4FPOnT8SMESN6c7q+D4j6QnF9PfaUlOHLVz7F/v0bYTTqQMTH6/QiAwDDSDB37oWYdeYijJgyEkPGDMFvzlyAli4DRuTkCrmpenPqoB8OlDi91Ol0+HH/Yegadfj8jfdRenwHXK7AxF0iyYNUKsPcuRfjlzdfgykzx8PhduPY3jIsXb4AZ4waFZBUrBckhzjNDgcsDgcy1Wp0mM1Y9/Ne7PhiB9Z/8yasNqPYP00SUlLSoFan4eyzr8I5V52N6y5aCqlEIvx2KQpFPC+XHOL0hSeCxeFAikKBhs5OfLlhG/Z/tx+bfvgQRqMOPM/15+VFgjBlymIsufRyXHvTZahsbwfHcjC06fGnFZf0pdmORPKJMxgulkWH2YznX/4Yh7btQWnpDmi1DWL/tJ+QSmXIzR2O/PyROPeSy3DV7y6CxenAeZMmw+Z0QqVQ9KcovZwa4vTy/uatyMhIxYJx43Dv355D5fEjaGgoRXNzZaKKdNrAMBIUFk7AwrMuw+SFk3HrdZdhc2kpzhg9GhqlEllqNZRy+YAWKeiH4cS55XgpFQ0ZiqFZWf1Wqmjostnw2odfYcz0Magva0BDWQN++vYrVFcfhtNlj3wCEajV6Rg5YgrGT5iLZTcsw6/PW4QsjQbF9fWYOXIkiAhSycDO2uF4HnuqqrBw/PjYxVlQMI7S0rIxdfpiXHX3lTi7qChai3/c4YkgYRhoTUas3bUf08aNwv6ScnRpDXA53Njw0Wc4ePB7sfnvRi5XYsrksyCRSnHhNb+GJjMVN664AIPS0gaimY7IluOl+GnjHjzzwB2w282xi/NIYyPtPVqG1c98gC5DO5xOG6bNXIzbHvwdFk2YkPCb5HgexfX1KKmqxVWLF+L7o0fB8Ty+fm0tGmsr0aFrwvGy3d1HJ6yHMgB4foe8vOEoKpoHpVKN/3vkZqyYOxcrf/wJMyeMgdXpxJTCwj57bfoCT4TvjxzB6w+8hWOlP+OCX12Lc399NlbMndu3PmeXzYbVP27Duv9+jbKy3Vi4+BLc/I/rMH/s2J4RJgnn1S/XAwCGjxqC+upmuF0sflq9GRzPwmIxYPfub7zTUMDz3CllFWAYCaRSGVQqDebNuxhDR4zEGcvPQPqgdAzNGwSby4XKozW49apLkKZSJbq4ADyD3B+OHsU7j36AI0d+wvJfXoM/3nE1phQO8x4SvwHRgZoavPzESvy85WtkZw/B9ff8EddfvBRpKtWA91vC0WIwgGEY7KqsxBmjRsFot2NsXh4++P4nTJ80Fi63G1+t+g61x2oBANXVh9HeXodZM8/H9p8/AwBwnBtutxNSqWzAbLAymQJSqQwMI0F2dj7OPPMyOJ1OyOUKpA9Kx5wL54B1seho0uHSy8/F0KwsqJVKKKRSqJWRp04PFB1mM95cvQ6fvvoW8vNH49d3Xo0zp07EpIKCnofGd7TOE6GyrQ3rt+zGx8+/iY6OJpy3/Ne49Z5rYbTboZLLMbmgAJkaTcKbfwBwcxysTqdg/M9JS8PGkhJ0msxor22Dy+nGVZcvQZvRBIVUisMnqjF/ygSs+nA92mvbMe6McSjbXQZFigKmThOsZhOMRh1aW6vR2dEc8rpOpw1KpSdIWK5QYviwSZBIpcjKGoyOjiYolWoUTZ2N4yX7MWbcNKgz1Ji8cDKmTh+PXT8dxOIlc2B3ubD/5xL84dpLoZLLwfE8pBJJQpvoULhYFp0WC95bswGfv/E+1Oo0/O6+W/DrcxaFC5buP1OS3mLByrU/4sB3+7Fj2zeYM+cXmL38DLidbsxcOAXj84cgTaVK+Kg/GtwcBzfLguV5pKekYGdFBczd6yKVFlfgxl9dgFSVCtXt7bA4HCgcNAhWpxMrV61D3ojByC3IwfyxY7HtaCkWT5mE7ceOIyszDdXlDcgbnodfTJ8GvdWK4vp6fP/Bj7j1b9cgU6PB4bo66Fo7kV+Qi/SUFCwuKkKnxYKs7h90gE07UWF2OOBmWXyyaTt+ec6Z+ODL73FkawmKD2zD2b+4FDfffhVG5uZGE8Hf/3ZON8dhX3U1Nq7djvUfrYbJ1Ikz5i7H4BGDkZWfhQsvOQt56ekYlZsXy2mTBrvLJbjt3Jynn+r1KxusVsikUiikUijlcr9jXSwLJ8tCJpEgRaEATwQ3y4Lj+aRqhqOhWqtFXno69lVXQ61UwmizYdWzn+JYyW6oVBpc//fbcOWSs5Cl0cTSxRtYI7zN6cTuqiq8+a8PUHJ4K7IyB+Oy318DuUIGmUKOs+ZPR5ZGfcoK9X+N7eXl+O6b7VCnqTF5bhGqS2ux8+tdqK0twewzz8X8S+bjt+ct7u3LlhgPEcfz0Fss+Gr7bmx85zu0tVYjPSMXZ19xHgYNzUFbXRumzJ+EIZmZmD92bFL0T0WAWp0WeosVW7YdwB3XXYFVP22HxWDG+/9+FQ67BbPmnYdzrjoHV569EBqlsq+/W3K4L1sMBmwqPoJPn1mNri4tNJoM/OovV6Fsz3HMu3g+JhcWYtqwYZFPJBJ3NpeWQmsygWGA8flDsG3XYajT1PjkuQ/gctnB8zxW3HYt/u+KX8R7MJYc4vSlVqfFrhOV+PjJD3HixD5kZOTi4mt/g6z8bDRXNuO8yxbhgunT+7MI/9NwPA+GYdDQ0YFXX18Dm9mGtKxUmPRm7N78PRwOGyZNOhPX/P0qnDluHIZkZvZXUZJPnL6caG3F3opKfPXCV7BZjWhtq0Fe3nBcfNMVmD59POaNGQOlXJ5UdtRTmZ9PnMDaTzdh5pKZ6GjuwPcrN6Cp6QQKCsZDo0nDVff8BmeMGoUROTkDUZzkFqcvJrsdVe3t2HekHD+t/gkH9n0PpVKNuQuXYezMsbjwwkUYlesxuYhijR6T3Q6n240P121C3dE6bF77BVQpqZg45Qwsv+kXmDx8GIqGDEmEBeHUEacvPBFqdTq0G41Y/fZatFS14KefPoZSqcYlv74JecPzcPcfr4k6G8b/Go2dnXj1v2vAc4QNn66GTteIoUPHYMG5y3DGBXNw3oypGJmbm+hi9kqcIiIJQ2wTRZIWUZwiSYsoTpGkRRSnSNIiilMkaRHFKZK0iOIUSVpEcYokLaI4RZIWUZwiSYsoTpGkRRSnSNIiilMkaRHFKZK0iOIUSVpEcYokLaI44wDDMEqGYd5hGKaeYRgzwzDFDMNckOhyneqI4owPMgCNAM4GkAHgAQBrGIYZmchCneqI0zT6CYZhjgB4hIi+SHRZTlXEmrMfYBhmMIDxAEoTXZZTGbHmjDMMw8gBbARQTUS3JLo8pzKiOOMIwzASAB8DSAdwGRG5E1ykU5rkypd9CsMwDAPgHQCDAVwoCrPviOKMH68DmAhgKRGJ68/EAbFZjwMMw4wAUAfACcA3cfwtRPRRQgp1GiCKUyRpEU1JIkmLKE6RpEUUp0jSIopTJGkJa0piGEYcLYn0O0QUND+nWHOKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpOV/cO1LBkVF85CdPSRgT1tbDcwmPXQdTQDEtRoSzf+AOBmMGjUV06efh9/+42qoFQrMGjUK+RkZ4HgeUsnJxqNOp0OXzYYWgwH19a34+tXPQCDs3bMOFmuXcBzP8xDF2/+EXfvyVF7qhWEkGDFiMn77p7/ipt9dilG5eQHHvPjJN/jVsrNQmJ0tfKa3WNBpsWBcfr7w2cHaWthcLuHvDV9txUevvYjGxrK4ldXzO/g+bgYKhRIMGOTkFiI7eyikUilGj54Bp9MGrbYBen0rGhqOg+NY8DwXl7IkglBLvZx24mQYCYYPn4hr/3wH/nDD5RiRkxNwjJvjUFJfD7VSiUkFBX77nG43anU6yKRSjB08OOR1fjp+HM/8v5ewefOHcDptUZdPoVBBoUgBAMyffwkKRo5C4YRC2Ew26Fv1wnHpg9Lxu1t+CZlUilSVCmkqj1Bz09Ph5jiY7XZYnU4UN9SjqqweL973IBoaykDER12WZCGUOEFEITd4XuVTYGMoKyufRo2aRg8++zY16/VERLTjxAnSGo3ki4tl6aHn36U//OVxenPDDxQMp9tNVocj6L5Os5kO19WR0WYjm9NJXx04QIUF46MqZ27ucHr583VUo22nXZWVtKeqMug1ekNjZyc98MzbNGLEZGIYSRL8JtFvPXXn3U5ZcSqVaho2bCL95d5n6ZGXV1KtVks6k4l0JhNZHQ5qN3bRNwcPksVhp8/37RN+xMde/ZB+9/t/ksPl6pUIWI4jh8tFH2zbTmXNzUREtLGkhAoLi8KWNzNzMO2qrCSO52lLaSnZnM6oymBzOkO+KMFoMRjoqmv+TqmpWQn/jf7nxDl48Eg644wL6L/rviOjzUYcz/v9OPc+8Tq9/s1Gem/TT9Ta1UVOt5t2nDhBRESvfb2BfvWru+idHzb7fUdnMpHT7Q75g3eazX77WwwGYjmOWI4T/o4k0KVLr6ddlZV0sLY2arE1dnbShuJiqtPp/D432my0vbw86He89/zBtu00aNDQhP9e/xPiVChU9Od7nqHSpiaqam+n1q6uoD+Oi2WJ5bgA0bYbu2jZ+f9Heosl4DvvbfqJGjs7Q4qkvKWFDtbW0urdu+jBZ9+mK6+6h/ZWVRGRpyZ97qMviYjobw+/HLL8DCMhmUxBGk0GPfLySmrW68los1Gn2RzyuhzPB9yH0WajlVu3CS8GEdGuykr6ZPdu4nieDtbWCp9vLCmhR15eSWNGz0j473dailMqldGtdzxJn+ze7feDxEqzXk8PPvt2QC1ERFSr1ZLN6Qz7/YrWVrI6HMTxfEA5ypqbyeZ00i9+8Yco74uhoqL5NGvWMvpg2/aY7sPpdlNpU5PfZ61dXfTD0aMhv9Pa1UWPvfohjRkzM+G/52kjzuHDJ9HKrduEJnVbWRmtO3Qoph/TF4vDLtSQHM/TNwcP0rayMnpv008xi8SLi2Xp3ideJ6fbTb+9/r6Y73H8+Dn0xJsf0+bSY3SssZFW/bzDry9a0doaIMZglDQ0RDymsbOTLr30LwQwCRfkKS3O4cMn0ebSY34P92hjg9CcPvPh5xF/jHC8/NlaWnHl3XTv46+RwWoNeZzT7aYXVn8dcv/B2lq67W9P0Y23PUoZGbm9vt/09BwaMmQMZWYOFqwNsVCr1YbcV9nWRqVNTVTe0kLX3/QQrT10kC677K+kUqUmxcieTiVxBhNmT1oMhph/wJ7YnE760/97OuKoOdy1OJ6nVT/voG1lZfTb391PCoWqT/eekpJGH+/aFXaAFoxw/fBmvZ5qtVrSWyxU1d5ORJ6XbldlJf3zxfdozJiZJJFIRXFG2kaMmExbSkvD/hAWh53KmptD/hhOtzvij2tx2OnNDT/QtTc8EPaYWKhsa6P09Jw+P4P0tEF0xRV30X/eW0MtBgPtOHGCarTtEe8n2Eu2rayMrA6HYCFwuFzEchyZ7HbaWVFBRJ7m/p8vvkdjRs9IiEjpVBDnqFHTaFtZWcADZjmOVv28g1wsS0REm0uPkcVhp9W7dwnH6EwmMtpsRERUo22P+GP+8e7/0JjRM2j94cMhj/G1j0bCaLPRnQ++SPHsz0kkUsrOHkLpaYPo4127IhciCCUNDfTEmx8LfxfX14e0ELR2ddGjr3xAY0bPGNDmnpJdnKGESURkstvpta83COIk8jSnm46dbPrXHjro9zcR0dbjx4OOzomI3t/8E2k0GbS/uppsTidtPX7cb7/FYQ8YJH2+bx99tndvwLn0Fgvd89irfW7Sw23jxp3RK4/S3qoqWrRoRUzfaTd20WWX/VUUp0QipWtveCDgwWuNRnr583V0oKYmqgda1txML3+21u+zV774lv7x7//SMys/o5Vbt/mJ98ZbH6ElS64T7Ii+wrc47HT9TQ/R0qXX+52vVqulN9d/7/fZ4bo6uuCCm0kqlfX7s5owYW5Ye2wwOJ6ntYcOhh30BWPHiRP06CsfUG7u8P9dcY4fP4d0JlPAw6lsa6PXvt5A1934ID3y8sqIdsgtpaX03qaf/D6raG2lzaXHghrmzzzzl3T++TcEPde7P26htLTsALETkd85Vm7dRllZ+QNWwygUKvrm4MGwzyEYkZwM4fhk927KzRn2vyfOlJQ02lhS0quH1qzX+9UGb6z9LuQApqq9PWCwEEycVoeDbr3jSRoxYjK9tOabsNe//b7n+mQ66u120UW3RnxR483q3bsoJ6fwf0ecDCOhv9z7bNQBGN7az0uLwUC33P4k/e73/6Q3138ftvkva26mDcXFfp/5itPmdNJT735KB2pqKDU1ix589m2/Zr4nnWYzzZx5/oALEwCpVKm9qj1jgeU4OtbY6PcSfLJ7d78JlJJNnCkpaXS0MbJXw+Z00vMff0XX3/QQPf3+Gr9mtd3YRU+9+yktX34TTZmyOCAYoqK1NWBk2m7sovKWlqA1p8Plou3l5fTZ3r30l3ufDeqZ4XieXlrzTUKN15dc/Ke4155eP/6xxka64Q8P09vfbQp4dv3VxFMyiVMmU9A9j70alaGZ5TgqaWgI2i8lIlp/+DBdd+ODtP7wYbr38df8Io4MVqtQM3v/rWpvp+3l5XTOOdcE7XOWNDTQH/7yOF17wwNU0doa8APuraoa0H5msC07ewg1dHREfHaxUNnWRpVtbaS3WMKe+7mPvoz7i0nJJM4LLrg5Zg9IKKwOBz380vtksFrJYLWG7PivP3xYCJ0jInpzww90+33PCefwdhne+WEzbSsro0927w44R2lTEw0fPimhwgQ8XaJ/vf5hzM+qtKkppOMiHCb7yb68wWqlyZMXDYg4EzA1mMGND98Ehaz3c+tOtLZi3eFD2FlRAYvTgaXLF6BJ34nHn3kPQzIzheNMdjvajEYAwC+mT8eskSNPnoQIeSM80zDKW1thdTqhM5mw7rV1MNpt+M38+X7X5InwyvMfoaEhPvOG+gIRD7vFEdN3nnxrNVwsi0GpqVF/x2S3Y291FQ7X1YH3VFbIVKvx7w9fQmZm6CkscSOUaqmfas6xY2f3uUliOY6sDge9tfFH2lhSQk63W3DJ+fLa1xto4sQF9MSbH1Nxfb3fgOryy+8QIpxYjqN2Yxe9sPpruvWOJ6lZrw/wp7/74xbSaDISXmt6t/uffivq51XV3k4jR04N6w0LBsfzQVs4F8vS1df+o99rzgEX56OvfBDTA+oLpU1NdMvtT5JSkUKpqVl05VX3CC9GVXu7EP3jdLtpf3U13X7fc7TjxAlavXuXEP1Up9ORzemkRYtWJFyQvtuiRSsiDoo2lpSQi2WJ43n6aMfOuATLeNlx4gSNHDn19BHnmNEzehUO1hecbje988NmmjfvYpJIpDRr1jJa9fOOgOMaOztpwYLL6Z0fNvt5q0oaGui9TT+RUqlOuCB9t4KCcUIsQSh6RtFHC8txQvRSOO7650unjzhnzVoWcIMf7dhJ9zz2KpW3tPTqQUaLd6bk90eOBDURlTQ00Jf799O9T7zu96O6WJYWLrwi4WLsuaWnDQpwYNRo22lbWVlUwcm+aI1GWrllqzBYYjmOKtvaIn5vW1lZXLo6lAwDohW33uD3N8fzWDFvLs44fzYevvsluFgWAITOdzxJUShw+ezZWDZ1asBcdQBYt34bdny7G5MXToaEOTmN+kRrC6qqDsW9PH0lLT0bZ44b5/fZD3sOo91ohEapBMdHP3/9v6vW4oYl52F3ZSUAQCqRhJ2z72VKYSHGjJkZW8FjIZRqKc41Z0ZGrl8AsdXhoBc/PekivOOBF+hgbS2xHEevf7MxZDRRJFq7uiKGyxF5agfv7E2D1UozZpxHl1z8J9IajcTxvBD/+MLqrxNeSwbbhgwZE2Ak7zSbyeZ0ksVhp21lZdRpNkc1faO0qYnmz7uEjjU2Bt2/pbSUVm7dJkTbe/uxRJ7Ir752eSjRNeeQIWNwdtFE4W+VQoFrLzxP+Pu6my6DxeFAjVYLu8UeNFNHNGSkpCAvPT3icesOH8bkcTPwl3uewWdbd6ClpRq793yD4oYGNOv1WPndFthdLnz8/Fu9Kkd/o9M1Ys2WHX6fZaemIkWhgEapwuKiIjjcbhgslojnmlRQgH+98yTYELVteWU9ao/UIjc9DQBwtLERnWYzAGBiwVCMHz+nj3cTglCqpTjXnDNnnh/z7MkDNTVBp/JGS7ipHiUNDZSfP5oA0BVX3EUjRkymt7/b5NffLG1qoqFDxya8lgy25eYOj6pfGAydyRQQO7vu0KFeTx7sq1mJEl1zXvWX3/tldIuGKYWFyFCre33N+WPGhtw3bdgw/Oq62yCRSDFy6kiwrAs2k9XvGKPdHlMepIHE7XaivdvBEA06k0n4f0NnJyYOHeq3f/m0aVg+bZrwN8fz0EdR6wLAgkvnQyKRRl2WaBkQccrlSmQPyY58YDdNek9CK6Vc7jc4CUWb0Rh0AKBWKsN+T9+qx0UX3oo3nn4AEycuQOXBKlidTmF/RUMTOjtboi73QKLRpGPqsGHC3z8dP47H31gl/O1iWRyoqcEf7/4P7nroJTzw4KvCvlkjR+JYUxNsPvcql0ohl54UGMtxeO/L7/DkW6vh5sJnsDt3wUykp/euGxaOAcnPOWTIGFx97qKoj//6p11YPHc6pvk8/HDU6nQ40tCAZVOnxlSuUVNHYeGyOSgu2YKWlmrMW34W2o1GpKlUAABtgy6m8w0kU6YshrLbBVyt1aK8sh75ozwJcd0ch5U/bIFJb8bbLz0Et9uFD7dv9/v+2RMnhn3xlXI57rj2CvBEkEul6LLZwPM8soO4P6cUDsPChb/E+vVvxPEOB0icDMOAQeQa0EtmXiY0EWo9XxaMDd18h+OM82bik5e/hNNpQ2NjGY7/v51Qp3+E+26+BgDw+esre3Xe/qawYDxmnzcPsu6azu5y4qzZUzClcBiq2tvx7vvfoHTXMezfvwFutxNjxszEkqlT/M4RTYsklUjgrUtZjgs5YAI8v3G8GZBmnWGiv0xpUxOeu/1Rv+Y1GIfq6vpYKuDSWbPQ3tSMrq52DBvmsSSse/cTwd5K/WBv7Stjx87G59vW4/F7/iD04acUDsOUwmFwsSxuuvKvOLbjCMbPnoD8/NFIS8vG3c894RcQ0xty0tKQn5ERdF9rV1d3tuc4E2qkRHEcrd/xwAtRu9Kefn8N1WjbIx7/1sYfezWyJPL41b1elHZjF20vL6ft5eWUmppFuTnDaH91NRERzZlzYcJH5b6bUqkOO62F43l6Y+13tL+6mpxuN32+b5/wnHomBTPabLS3qipuQcslDQ29ngxHiXRfPvZq9LGHrV1ddLSxoVeRS73NuUnkmd47f94lBIDmz7uEDtbW0ogRkxMuSN/tkkv+7BclxHJcQNSQ0+0O+mLvraqikoYG4Rl9deAA3XH/8/TMys/6lCDNy86KClKr009vcfbE6nBEPV97c+kxYjkurH2ztauLnv/4q6BC3l9dTenpOSSTKRIe7d5zGzN6Bh2uq/Mr75o9ewI+219dHdQ2/Ob67+mdHzYHzO2PF5Vtbb1+melUEWdlW5tfRIzXlRiLMb5nXKcvLpal177eENSAzXIcPfPh572uAfprUypS6PE3VvmVtdNsjlut1xv2VlUFzIU/55xr4irOpFska1RuLkb6uC4lDAO1UomKttaQwQxmhwM7KyqEv72mIF9aDAZsLCnBTTc/gh1f/Iw9FZWwOv2jyaUSCe787RV49L/vYsiQMXG6o75z5yPP494/XO33mdnhwJlnzgDDMNhQXDzgZZoxYgTSU1L69yKhVEtJ0qyH4nBdnd98oXA1iItl6fqbHiKZTCGUSSZT0NlnXyXkdfeF43mqbGujefMuTnitecYZF/gFwbAcRxuKi2nKlMVUVDSfHC5X2GnMA0m8a84BFeerX62nrw4cGPCHtqeqMkT2N4auv+mhkMkYvjl4kFJS0hImzNmzlwcE/R6oqaGsrHwqLBhPDz33TtDBj9PtDpuvs784pZv1P15+IdJUKvx0/HjY4441Ncb1ut98vgUmU0eQPYQDuzbBaLMH/d7FM2di9OjpcS1LtMyevRyfrF+JMXknF/eqam/HK09+gOnTz8M3O77HI3feGGBMr9Zqsb64GEZ78Hs6lRjwPue0YcPwwj/eEPznAFDS0ODnv43FO9RXjpftxu23PoH/rvsee6urhM/dHAen2z1g5fBl1qxlWP3t+wEBv2qFAtfevgLf/7jSfyZpN063GzuOHceF06dj+vDh/Va+/ggGD8aAr32Zm56O199/BEOzsgAAxfX1yFSr/SKWgi0F2BMXy0Y9vVgqCx0xM3r0NExeOBnGDiMeuu0JnL1iKZQqBbZ8ugkNDWWori6O6hrxYvr0c/Hxt+/7LW/oZWhWlvDcvLQZjbC7nOB4wk+HjuCmXywN6pr0DialEklMzy4YH+/YiTljx2DCkMDFbeNKqPae+nFAtKuyUuhLdZrNAYOZaNbpeWPtd9Ru7IqqL1Sn09HixVcK811UqlRKSUkjiURKX+7fLxz3wuqvKTt7CN31z5eopKGBShoa6G8Pv0wFBeMoO3sITZ9+LqWlZfsNrOK5SaUyemblZ0TkMYd5bbHhnoc38t1os9Gzq74QnonRZvOzgZY1N1OtVksulo2Y0jwSRpst6JThU3pA5OWF1V/Tv17/MGSG3VCG4i2lpcIAwOpwxJQ1RG+x0IGaGrrzwRdp7aGD9P2RIzR06FghwJbjeXruoy/pqmv+HvCyNOv1VKfTkc5kolqtll789BuaOWMpyeXKOAuUodvu/DdxPE+f7d1LB2pqqLylhS688JaYPWYsx0VMG663WOi1rzfExVbqdLvpzDN/eeqLk+ikm9JrBmnt6qLi+vqQN7969y6/XPElDQ3UrNfThuJiQeR1Op0Q4f3Z3r0R/cbX3/QQTZp4Jv31H8/RvY+/RrNnLw+6no/T7Q7IU2+02ejlz9fRxIkL4irQQYOG+s3lqWpvp1e++LZfzEUcz0fl3Fh76GCA08LhctELq78mq8NBOpOJtpSW9vplpWQSJ8fzdOeDL9JT734qvN2+i0+9tOabgAluPe153mSwB2trBY/QnqpKevKt1UREYRc08O7/z3tr6D/vraHP9+0jk90eUNNwPC8kpPWtpZv1etpeXk67KitpW1mZMN0jXtuMGefRTX98jD7asZO2Hj9OBqs1YOr0gZoauvraf9CKK++mv/7jubBeMSIKmkNq07FjUbU+e6uqAjxURCe7G3urquj7I0d6neCLkkmcRBS2JuhtLdFpNtPSpdcL3QKO50Pa+3pG6TR2dpKLZYVFXYk887kfe/VDajEYAmrhFoOB3tzwAzV2dtJZZ/06ruL0bt4kEOeddy0tW3YjXX75HXTH/c/Tr351F40ePd3nWIZe+3pD2GcTLH9pLEkXIh276dix00ecsWBzOun7I0eiepgXXXQrTZ68iM4669e0aNEKuvji2+jL/ftDRiy5WJYee/VDemH11+R0u8los1GdTkelTU300PPv0v7qaqrRtoftvz330Ze9fjZFRfNp7tyLSK1Op5ycwqBN41Pvfkosx9Enu3fT1KlnBz3Peedd61cmvcUScvHWbWVlIXPE76+u7lXamkdf+YB6u5IIJZM4WY4LiKYJh83p9BsMhcJgtdLcuRcJ12UYCRUUjKN7Hns15nC6nrk5w/HRjp2kUqXG/FxWXHm3UEtvKS2llz9bS8uX30QLF17htwDCE29+LNz7g8++HfRcwfLXe+ltWppYuOmPj/VaH5RIcT76ygd+I8K9VVWCySQU3oDfaDhYW0sOl4sq29po1KhpJJcrqaBgHK3cuo2ONjbQjhMnwi681dvRqneRKavD0atwsalTzxa6F759P4fLRXfc/7zQTGo0GXTRRbfSs6u+oLFjZwc9l+9aQz3xnfJb2tQUcRGy3nDxxbedmuK8+OLbQsZkhqrRYkly+vm+fX4LZB2oqRFGlxzPk9ZoDPldp9tNr329oVfBzSu3bCUij902O3tIzM9l6NCxVNbcTCUNDfTuj1v8zt3Q0RGTJWDZ+f8XVZk7zeZe3etHO3aGbE04no9hxeQkE+eIEZODGpJ/OHo0Yg0aC779wnC1Q3F9vbBaxtvfbaLFi6/sdaAEx/P0u9//s9fPZuXWbSFH2gdqaqJKMyiTKejD7T+HfR7REG7Ev7OiImRXrLi+nlJTs04vcXo9G9FwrLGRHnl5pdB/6rmCG5Gno+9tok12OzV0dAQ1lVx66V9owYLLichTk0yYMJf+7+aH/dJye+1/JrudKtvaBAuCi2WporVVWGxhZ0VFr2pNX3EGe5FcLEsmu50efun9sCvDyWQKuuOBF4Le5/by8pi6LL31HO2vru6T14wSKc60tGxae6j3y5NojUaaOfN8+v2f/uXXufd2CXQmU8CP8Pm+fTRt2jlBTShPv7+GHn7pfeHvtYcO0u//9C+/Eax3pFvS0EDnnvtbOtrYQI+/sYoeev5dOlBTI4jnyqvu6fVzUShUwvqaB2tr/dyxZc3NdKyxkViOo6VLrw95jiuuuIv2VFVGlU8z3nif+4ufftOnBV0pkeIEQM9//FWvHkBDRwc9+OzbNH/+ZXSwttZvH8fz1NjZScX19X59171VVTRr1jJavvwmOlBTE+D16WnjJPIMipr1+qA1jcPlIo7nyeZ0+tk7PSPU3i/EOmXKYqFG/nL/frr/6bf8JqB595W3tNDMGUsJAGVl5VNR0XxhjpNUKiOFQkUFBePoiivuotW7d9GLn34T0jUcjpKGBvp83z7aXl4e0bqx48QJ2lZWRg6Xi+576s0+PQdKtDj//uQbMT2oZr2e1uzZQ3PmXEh/uffZoK5IluOE5vWjHTuF5nFLaSk99uqH9P2RI0QU2pTS0yV3rLGRXCxLz676gr7cv18YjQdDb7HQtGnn9OmZ3PPYq37XHj16OlW0tlKNtp0+27uXXCxLe6uqqKy5mfZXV9NbG3+kbWVl5GJZ2l5eTm9t/JFWXHk3zZx5Po0ZPYMAj/lMoVDRBRfcTOsOHQp570abLWAxWo7n6ZPdu2nZshsDBmg98Z7X5nTS8uU39ek5UKLFWVQ0P6BWKmtu9vOnczxPrV1d9K/XP6QJE+bS/HmX0Ls/bunTlN9whMoAfMnFf6KCgnFBVwj28vLn6/pUWxQUjPPLI8rxPN1x//P05vrvqaK1lY41NtKLn35Df3v4ZVqw4PKIdtdmvZ4+3rWLVm7dRsuX30SFhUWkVKrpwgtv6XX2uGgoa27u82wBSrQ4CwrGBdRUtVqt8NCPNTbS3LkX0fjxc2j+vEvonR82hx1t9mzitx4/Tldd83f61+sf+i2/Z3HY6Yor7oo6vI7Is5DpnDkX+g2QiDxGfm9SVm8z29vt/PNvCHDTNuv1fi/iZ3v30tXX/oMuvPCWAHHWaNsDltz2ZXPpMUpNzSKJRBrVGqPlLS29Sn1+31Nv9nnRLEq0OAHQ3Y+8EvImbU4n7ayooI927KSjjQ3EchztrKgI2Sz5BjK0GAxUWFhEmZmD/VZwI/LUSMX19TH56y0OO+ktFjra2BDUxPTyZ2v7+IMw9MyHn0csx8ufr6Mbb3uUrr72HwEvqsPlEla1a+joCAjscLrdtKeqkj7ZvZuGD59E9z/9Vr94ivriGUoqcU6ffm7EKJjDdXWCwX794cNRhXQ1dnbS2LGzA4QZDQdqaoIa6beVldG2sjLBBObt8+pMpj4vyjps2EQ/MTndbj+LQ4vBQI++8gE99e6ndMEFN0es9SwOu7AKXc/ansjTBx81alrcPUM12nYaMmTM6SFOmUwR0BSZ7PaANzrWrBTekXZvaoYdJ04E9UYZrFYhGPfxN1bRVwcOEMtx9PT7a/z83rFuKSlpwkvU0NFBG4qLae2hg7R48ZVCH9jbVK648u6Qa376UtrURM+s/EwIXAnGL37xh6ifq8Vhj8o++sAzb1Nf+t1JJU4AtGTJdX4P4cbbHu2V2SMU3h+ztKkpLouXOlwu0hqNQrBKZubgPt3/iBGThft1sSxZHHZyut1U0doqCKK4vl6YRvL+5p8CymSy2/0sCeUtLfTb391PDz33Tsj70FssQg0dieL6+pBRS144nqdb73gyLpqgZBHnrFnLhP6Tw+UKyE1ustuDutFaDIawNWNrVxdxPE+7Kj1dAm8wcjy588EX+3z/f77nmYDzbigupre/2yQMhmq1Who8eCQBoKffX0OlTU0Bfc6efeiy5mb6eNeusOXneD7qvFPB8F3grLylhfLyRvSrOAd8avDhw5vwydadADzZcxcXFfntN9vtsDgCFx1tNxq9L0xQ2rtTb3sTyUolEmEW4rayMph6zOPWWyzostmwr7oaWlPw3Opvfvu98P8umw1bv/02ijsMj0weOBN0UGoqFk+fDHv3VOSRubn4zY1/hUqVim/f/QKbdh4MyFfqmyIbAIqGDsXVCxaEvbaEYTBj+Aj84c+P42BtbdBjOJ7HxpKSoPtaDAYAnqnBr7/yCbTa+rDX6zOhVEv9VHMCnhSD0fjUo11JzJdo3aStXV3CQKiyrU0w5vty54MvCrbI0FlDYtvuuP/5qMpntNlo7aGDcU/UxXIc/f3JN2jq1LMDzHHRUt7SItTs8dgoWZp1wDP9wOvtCNe3iWYNxkjnCEWLwSB4kB5/Y1XYeEgiovuffisu977iyrsDLBahuh/e8LZvDh6kAzU1AX3oo40Nveq6uFiW7n38NZo69Wy/SKNozsXxPN1+33Nx1QMlkzgB0IIFl/uZavqCb1LUaOk0m2n+vEvorY0/UmtXV0QT19+ffCMu952TU+hnuiprbg6Y/6O3WGjHiRNkcdiFAQzLcQFLUvd2lTsiz8Bx+vRzafLkRfT+5p/os7176bobH4x4zg+3/0xKRcrpLU6AoRtvezQuU169o+lw9Iw233HiBK36eQdddNGtYW2p5S0tVNHaSkVF8/tFnImkoaODHn7pffrPe2voy/37I7pIXSxLixdfGXctUPKJEzR//mV+k6n0FktEs9JbG3+MKjzM4XLR6t27BNEabTa/kar3OrVabdha02S30zMfft6nkDDfTa1OF8LkQhGuNXG4XH0acQcj2Fx9L971M71dgfgnkkhScQIM/fmeZ4TFUT/c/nPEhQjW7NlDJQ0NEZufN9d/T2lp2X3yiugtFjLabHT55XfE9b7/9vDLIa9pstvpt9ffF7IfzfF8zBHukahsawsa90rk6U5YHQ568Nm3+y0NDyWnOD1rOJY1N4f1o/fExbJBm/HWri6hg3/BBTdTamoW/b9HXxWiizYdOxZTN2J7eTm9sfa7Pgc29NwKC4uCJjkg8tgSJ05cENFt63S7+7QuqC8NHR1h571Xtbf36+INlKziBEDnnHNNxNQxdTodXXvDA2HNH94aWG+xUGlTE63evYucbjc53W7aXHosYlYMIqKNJSWC8DvNZrrwwlv65Z7ve+rNgGs7XC56/L8f0StffEtOt5saOztDermMNhuVNTeTxWGPuGz14bo6evfHLRHnCHlnvHI8LxjcbU4n/fHu/1A83JSnpDiVSjX95701YWtOg9VKn+zeHbF21ZlMQX9Q3+8dqKkJCLQNdtzKLVv77Z6HDZsYtJy+LUJxfX1EW+QPR49STk4hrfp5h9/nDpeL3v1xC/133Xd081+foEsu+TOdd9619M4Pm4P2aVsMBrr3idfJaLORi2XpaKPHAvKn//d03Prbp6Q4AU9awkjut97gcLn8onoMViv97eGXA7JaVLS2CgOjY42N1NrVRUuWXNev9xys9oyVTrOZpk07h15Y/bXwWWVbGzV2dgoT1o41NhLH87SxpIQeev5dOueca4K+nK9+tZ6e++hL4e/1hw/3KlnEaSdOwJOc3zsSX7NnT8jazYuLZSOGk/XEZLfTK198S8999KVfLfXBtu1CH66yrY1+/Zv/1+/3O3z4pD7nbq/VamnMmJl+ufbf/m4T/f3JN4J61ziepy2lpRHNRtvKygZskTA6FcTpFWhlWxsdrqsL+nCr2tuDroARC8X19XTBBTfTv9/5JOh+71KDA3G/9z31JtVo20NG6le2tUW832ONjUHdwS6WDWkm8x0Y+mb4I/IkiehLBo/TVpyAJ0OId+m8XZWV/TKHyBug2xOW4/o03TfWbcSIyVRcXx9yQBgqGZfv8aFiAx595QN6dtUXfpPRvP/6tkp1Op2QE3Tr8eM0atS0Af296VQSp1KRQv988T3SmUzUYjAIsYt1Oh09/f6a4GoLgjc4OFg2jFBsLy8X0nMP1HbXP18KWcN57Z3efrCXbWVlwnfW7NlDF198W8B3H//vR/Tip98If0cKNt5SWpqQ9T4phP6SbgU3AHC67Hj8b7fgwiVXwWiz4cxx4wB4wuCU6sgrbdicTticTvBE2P7FdtjNtpDHdpjNwv+1JiNe/uc7sFqDh9D1F688eQ82hAhTy1SrAQBjBw9Gblqa8PnioiK/RQemnz0r4LsSif/Pu2Ty5JBl2HK8FDdc8GvU15fGVPZ+JZRqKYE1p+82e/byoGlVHnl5pV/wqy8NHR3U0NFBOysqqLBgfECfraK1lYw2G3WazcKItrylhc4444I+TcHoy7Zs2Y297r7UaNsDBlbtxi5auvR6uuX2JyO6hDcdO0bDhk1M2G9Mp1Kz3nPTaDLoX69/6Gf+CZfwwIuLZWnl1m0Bg4XnP/6Kli69nm7642N0uK6OKlpbafbs5Qm9R7lcGbC6ncluj2paRTC+OnCAdlVWUrNeH9Ii4HC56J7HXqWCgnEJvXc6lcXp2RhatGhFXJZk1hqNtP7wYWGNy0QL07uNGDHZb9qK3mIJmKUZjemsvKUl4ghfazTSkiXX9buB/X9EnJ5No8mgX/7yTmrt6urzPKGq9nY644wLEn5PvtvIkVP9BOrrmqxobaU9VZUR7zmcOL2tyZln/jJhXZjTVpzebfTo6TR58iL67e/u9wuA0BqNQqCHN7TsWGOjn+nFW2MmmzC9W17eCGEE79skf7l/P72x9ju65fYnYw76cLrdtHLrNlq0aEW/hL2J4gyyMYyEiorm08MvvU/by8vJ4rBTaVMTVba1CWYUrdFILpYlm9NJlW1tdNc/X6KhQ8cmvOzhNplMQTfe+khAwlat0UiNnZ1Rzy2q0+no3+98QosWrYh7BHt/i5PpFmFQGIYJvTMJGT58Eq657a+QSCRw2ByQSqWYMHcClsyahg8+3YjtX2/CkSPboNM1JLqoUVNUNB9/fPQfuO6ipYJZKRI6kwldNhtWfbIRP3zyFfbsXdfPpewbRBS4WCdweokzGEpFClLU6ejq0sLzop56yGQKTJ68EOdcdAmuufFSDPKxdzZ1dsLqdOLAjiPQNerAutz49vOVsFgMp8w9/8+K83RDrU6HRHJyzjrHsSAiuFx28DwX5pvJiyhOkaQllDiT0n0pIgKI4hRJYkRxiiQtojhFkhZRnCJJiyhOkaRFFKdI0iKKUyRpEcUpkrSI4hRJWkRxiiQtojhFkhZRnCJJiyhOkaRFFKdI0iKKUyRpEcUpkrSI4hRJWkRxiiQtojhFkhZRnCJJiyhOkaRFFKdI0hJ23rqISCIRa06RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGccYJhmFUMw7QyDGNiGKaCYZjfJ7pMpzpisHGcYBhmMoAqInIyDFMEYCuAi4joYGJLduoi1pxxgohKicjp/bN7G5PAIp3yiOKMIwzDvMYwjA1AOYBWABsSXKRTGrFZjzMMw0gBLABwDoCniMid2BKduog1Z5whIo6IdgAoBHBbostzKiOKs/+QQexz9glRnHGAYZg8hmGuYhgmlWEYKcMwywFcDWBzost2KiP2OeMAwzC5AD4HMB2eF74ewEtE9FZCC3aKI4pTJGkRm3WRpEUUp0jSIopTJGkRxSmStIjiFElaZOF2MgwjDuVF+h0iYoJ9LtacIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkJu2DB6YpcroREIg34nONY8DwHnucSUCqRnvxPiFMmU0CpTEFqahYYRtItzsBGg+M4EHHgOA4c64bF2gUAcDisIOIHuNQiYRdmPdWXepHJFEhLy4ZGkwmpNLCmtFqNUKlS/fbxPA/iOUhlcuEzlnXB9znZbGaYzZ3gOLZfy88wnhdIIVdCoUwBAKjV6eA5Dk6XHW63E3a7pfvoU/enCrXUy2kpzkiiBDyCY8D4iRAAiAh8t+h67vPF5XLAaNTBZjMjFmEwjESotTMz86BSaaBSasDxHNxuh3CcVCpHfv4oMAwDhpEK9yGTKQAicN3dD7vNDLvDgrq6Y3A4LEGvmeyc9uJkGAmkUpmfKN1uJ6RSeUATbjJ1gmPdUKo0UKvTAs7lfSYME/jMeJ4Hz7OQSj3Cdbkc0OkaoqpFFQoVxo6ZhYzMPLCsC4CnJowHbrcT7W21aG6pOuVEehqKk4FUKoVGkwmZTA61OkMQE8MwICK43U4oFCo4nTaoVBoAgNmsh9vtRFZWflDxRQMRweGwQiFXQiqTw+VyQKutDytQmUyBmTOXQp2SBou1CxpNRndZwxtMiHgQUdABXDDcbidqakqifmGSgdNGnBKJFHKZAukZuUhJSQ0QmNHYAblMAUYigVKpBsMwYFkX5HIlbFYTbHYT1OoMvxqT5/nu5jO4WHvu5zjOr7vAcRw4zh1WoIMGDcXo0TPAMAxUKk1EUQIQ+pQqlQYKhcqnPBzsdosgcAEisJwbUqkMXV1alJXthtvtjHidRHMaiJNBevogpKdle/6SSIOOuEPB8zw6OpqQk1MY8D273QKFIiVk/5Rj3SAQWNYNl8sBt9uJ9PRBkMuVADwDK40mA11dWhiNurD3IJFIMHr0DOTlDYdUKgMRQSoNYTTx/jY+Lw3PczAadcjKHCx8brOZ4HY7kJGeC7vDgpSUNIAIZosBJlMnmpsrYLebo3tQCeCUFmd6eg5SUlKFprk3cBwHq7Ur6CCJ4zhIJJKwzTzHuiGRyoIe492n0zVGLQKNJgNSiQwjR01FVlZ+1PdBxMPltEPp8yxY1gW73YK07he3JyzrglbbgKamE0kp0lNSnDKZAtnZQ7qbQQZutxM8z0PZbVaJFSICz/OCOJ1OOyQSCVjWDQBISUnt1XmNxg6kpw+CXt8Ki8UQ03fV6nQUFk5AWlo25DIFbHYzMjPzhGbf6bQDxPuJMRgOhwUqVZjyE8HNulBZeRA6XUNMZexvTjlxymQK5OYO8+tree2NcrlSaEp7i7f/KZerkJaWHbKLQESw2Uwhr8WyLpjNBqEZ7a2xXiZTQCqRguM5zJ17kdBliBaXy+H3rHzxChyMBI2Nx5GXOwLNLZXo6GhKCm/YKSXOYMLsSc9BSW8gInR1abtrqjBNeoRr2e0WyGRymM16j1D7YBCXSKSYOnUxMjJyoxo0eXE67ZBKpR47aA/cbqfQt2VZN5TKFBDxsNst0Otb0dJSldDm/pQRZzTC9BrKQw2KwtkpfY+x2y1wOCzIzh4S8phYzE0c60ZzS1WfXZ1SqQw5OYXIzMzDoEEFcLkckMuVYZ8Jz3PdFgX/52G1GoXuikQiBREPBgx44uFwWKFWp3tspO11CRPpKSFOmUyBvLzhQZs0u90iPGTvj+Vrv/Q193Ccp6kKV9sZDO2w2UzIySkM2Yd1OKxRD8KICEajLsJoPVYYyOUK8DyHKVPOQmbm4JjP4HBYYDC0Y8iQMcLfcrkqqIWAZV1ob68f8NF9KHEmTchcOGESEYg/WRspFCowDONnmHa7nYJNTyr1uPtcLocg1J6oVBqwrBtSqRREBJfL4befiNDzxXU4rHA4rAHn4nkeJlMnjMaO6G84KjyOBI5jUVl5EDabKeYz8DwPrbZBMEt5YgmCm65kMgUKCsZh1qzzkZc3ok8ljwdJUXOmpWV7Rqs+wuR5Hg67BQqlKmg/qicc64bTaYdac9IdaLOa4GZd3WKVQyqVCU2jQd8GN+tCXt7wgHMREQyGNrCsoc8piAAA6upJREFU228/x3FwOm1+BnyWdQm1cH+jVqdjxowlsQ2WiGAydUKTmhnanhoEq9WIri4tGhpKA17ceBOq5kx4yJxcrkRm5uCAviN1jyJNpk7I5crucLcwgxaeA9PjHEplCmRyRdC+mtNlD+kStNstsFi6kDOowO9zqVTqJ0y73QKdrnHAwunsdgvsNjPkGTGIk2HAcm7wPBeTODWajO4tHceP70qIpynBzToT1GMDeCKC1Jp0ZGcPQVpadoAwOY4D79PUs25XQP9QKpNDoVB5PDxhWggvnhqzHQZDGwYNGupXC/ekq0s7oML0lI9HU9OJmK+ZnT0kZtOUl8zMwZg06cxef78vJFScvi7A3mDs0kKvb4XNZoZCqQpbs4ZrmogIFosBHOeG2azvjmwKbUP1djkSEYDc0dkMs0nfvxchgtMnwDpRAk2gOBmkpYVvqgGPcKxWY4D3RSqVIiMzDwqFChaLATpdY0DTw7Fuj0dIJhdG5DzPg+v2CAklYRikpmZBKpVjyJDRUChUMBjaA47zYreb4XTZe3PTfYaIR1NzRfxfDCJBlFXVh2CxGv1apkQINGHizMzME2Iiw8EwDJTKFGRmDkZqapbfPolEArlcBZlMjuzsobDZzN3Bv93flUgF8XubdeI58MQHNXB7TVF2mznkj+92O9HZ2RL1ffYHXV3tcLtdcT2n0+WA0+WATK7E8OGTMWjQ0IA+ambmYIwZMzOu1w1HQsSpVqcjPX1Q1AZumUwR0r2oUKgglyshlyuRlpYNpVIt7PMN5vBGE0llcuFY70DJtz/qcjmRmpYFtTo9IBKeY93QahsSPp/I7Xaio6Mp5u85HVYhyLknSmUKlMoUP4uGF18XZ05OYUAl0V8kRJzBBjix4DUbed1yKpUGPM/CbNb7Gd69gR5A98i9h0nKWzNwnFs41mbzNGfBjO8msz7kjzvQ8DEGEre2VoNAkEXRWgnX4DnYbCbPPKXuF1gqlWHcuDOiMu/1lQEXp6eWC+2GiwbvKNztdoFlXZDJFJDJFEhPH+R3nN1mRltbDSwWg2fOkM8LYbMZoVB4+qEymaLbnWmGVCqHTKYIMN7bbGaYTJ19KneicDrtaGgog8vl9IsNjYSEkSAlJdUzOPT5XnpaNnJzh/VHUf2v3+9X6EFaWnafAzYAT/9QrU4TvEXez3xRKlOQokpFZ2crWlqq0dnZIoguK3Ow8PZ7ak0WbrcTqamZcLsd4HlPzeSZLkwwmTqQTDMcO/WtEbsXZrMeIIJSocKECXNiDwkM4qv3fl5QMD58iF4cGFBxymQKqNW9D3OLFalMjsyswUIgicVigE5bD7vdAqlMLrwk3hmODocVbrcLUqlMGJUScXA4rJ6wsyTCbjNFtN2mpWZ5ajyGQWbm4OhH2kQR71ejyUB+/qhoi9srBlScUok0oNZ0OKwwGjtCmm36ireGHTx4JPLzRyN70FAogvrvOWRl5cPtdvr9iDKZojuYI3lqTQBgOTesVqPfZy6XA1arEU6v/z/KJpxlXdDrW2PuT3scKH1vBUMxoOJMTQsc5SmVaiiVKegy6qLy4vQWr0lKoVAFnY9ut1tgt5sDRqos60rKSWIyqTzAUWA06sCyTjAS6cn5R1HQ3l6Po0e3wWbtjg/oflaRUKk0fQr4jsSAiZNhJMIABDhpXPfORpRKZeA4T+1ps5pCRhNFguf5qL/rfRl4nofFYoDb7RRMUd59Tqc9KaLFg9HzZc7OHoL09BzIZHJYbSZwHBvVHPacQUORkZEbUpAWiwF6fetJL1u3wV4qlWH8+DkxBUXHwoCJU9Y9wvbCMIxnlmA3qamZICJhpmNvB02eULrIt+V02tHcXAGDoR0OhxUs6+7+1wWO47oN8QRzko7QnS4H9PpWv8+kUll3RhEpNJoM8DwnzI8Kh1Klwdixs0Ahui6eVsUT7Q8AdocFbHdF0p+154BFJUmCvF2+IvK1m2lknptlWRckEllMU4B9R+zh5tV4xW8ydUCjyYBEIkVWVr5wvFqTDo51Cz9CsqFQKJGenhP2GK9zoics64LTafcTFc/zcLmcQUfgPc1GvpWKN/VPrBP7omHAas5g/c1IBEslEwvhRqcymQIaTabwf09mDX/TDN+dbSMZ4Xk+pgGM77Ge7ot/E56eli3kBADgyccUpaE/MzMv6nLEwoCJUyKJvpL29hmj9SL5Bij4EjmohMfIkVNhNuuhUKTA5XL4iZFl3Unb35RKpH52S4vFgJaWKuFvzwQ2M2pqSlBfX4r6+uPCvpSUNDgcVv976zY5Cd8HQadrQGtrdcTBVXr6oH7xGA2IOGUyRUwG4HA+4GBwnLtX0dpyuRKTJy+EWp0OrjuNi69bkEvSJh0A0nxiE5xOO+x2y8m4AiJ0drbAZOpEY2M56uqOIjvbP3FDqiYzrBmIYSTIHzwKQ/JHAwwDjmND1qQqpcaTgSTOJDwSPhiMRAIG0bvZehvGpVCk4MSJ/eA4Fi6XAy5XGxiGETJnWMzx70fFA6VSjYz0HOEZEXFIS8uCSpUKp9MOrbYOZrMBpm77bEpKWmCwRjStkm9NGs4b1Yc4iXAknTg51g1jlxY5uYVhj/P61PuCUpnSPdPQ0m3KYmG1GiNOCUkkanU6Jk9e5Jc60TuIIeJx4sReyGQKpKZmelogzo1Ro6b1OQ4z3LPuLzvwgIhTo8mI+se2OyzIzRsR0ZTkcjl7LU6vN0oqkyMnp1Bovltba7pnO7oHJOomVhhGgqKi+SFzejJgMGTIGKSmZkKl0iAjIwcsy2JQ9pCApGA873HLejL19a13J5crMXrMdBhNurhOhhsQccYysUqtzgDPs+C48PPOQyV9jeYl8PUQSSQSSCRK8Dwv5PLs6GhGTk4BuCQbDHliKTNPfkAEAp0UF8MgJ6fA09wzDDIyTo6ibTYTJEJaSAksZgP0hlaoVBrkDx7V56bZYz2Ibx89aeate5FIJJ68Qd3C9CaBjQbvceHeXp7nYbUaA0xEEonE88MyEjidNrS0VCdN7CbgGWGPHj3Nr5YzmnQB8+gdDmvQl8pmM8FqNQn++PSMHIwcORX53QOeviKVyv08gPEg6cTJsW6/IBCGYSCTKUKai3zxGtDD9a8k3YOtYMG6MpkCgwYNBcAkPNrdF4aRoLBwgp+BnONYTxaUHkbzlJS0oC1VTk4hBg0aGrcodlu3e9SLUpkStDXrC0k3IAoWlOHNTiyRBBcdEQnZi73H94TjOLCsC1Zrl6f5l0igCpJv0+s1MRjakiZt9ahRUzG0O52MF45jBQ+RydQZEGjd36SkpMZkUekNSSfOUPSsDT2R7Z4QPIZhIo5GjUatJ/i2G4vFAJUqFTmDhga8EBpNBlRKNXQdTXA6bfG7iV6Qnp6Dwb59QiKYzHpUVh4AEY/Zs5f7e3YGiP4K9vBlQJt1m9UUt6Bd335pJNxuJyyWroDPHQ4LjKaOoC5KqUzenXE4cSal9PQcTJq00C8+wO6w4OjRbXC7ncjPHy0Mfnwh4vs9hcxAMKA1p1qT3m3sDh2QAcTHhumLLcxUX48bjw8qdE/8pzIhP3R62iBMmrTQzwfujaRKTx+EsWNn+QVg+B7jdFihUPZtnlYyMODNukymQGdnM7KzhwqC6ClGhum/6OqeuN1OdHW1IyUlDXK5wq97kKigj/S0QZg0eVFAcIZEIkF+/uhuu3GwvKQ8rNYuZGUN7t9mN8hCCv3BgItTIpEECLOnGKNprmNJ7BruuEGDhmLOnIugUKhw4MBGmM16T2IFuwUs6/LMWBxA0tKyMWnSmUEDf4OFwLGsy7MkIhHM5k5P8rFg9+sjKAqRVCJaDF3tUKszep2bP1oSMiDieRYgT5qYYPGa0QjPbjNDlZIaVUidRpPZncXYCs9coJPnvuzXt2DYRE+aQ5lMjrVrX4FGk4GsLE8gg8XSBYvFACKCTCaH2+3qRzMTg6FDx0Kp0vhlKg4nJqlUBonEIzyOY8F2e7d4noPLZRfMT06nDYxECkV3Pv2+mJQ8KcH7vy+eEHG6XA7wPAeNJjOouLwrrwX7nvfzlBhsalKpFLm5w8DzLCyWLqSkpIFhGOh0jULaROI9yWLVKWl+8YmZmXlIS/OYabwrwzkcFphNnf2QL4k86XS6a0GFIgUSRoLq6mKMHTc76DNhGIlQUQ4ePFL4XNJjWozvahxeYXIcC72+Fbk5hbHNZw8SzUTER2WLjoUBSR7rTWPoi3cNSW9fs+ffPXE4rJBIpMIP5O0OeO2bEomkOy0iC7lcCYfDKqzgFgq9vhVqdTpGj54B4jkcK93hl6bGi+9Shb6f2W1mdBm1cQ18kMuVmD1rmSAmp9MOk1HniUaPd23VvcBrJPeyydQpTEQ8+VUeOl0jcnIKBT/9wYM/oDezVBOaEz6YOLu6tJDJ5NBoMgMEFGyp6VBNPcu6IJXKhXWKnE4bUlOzwLHusKu8cawb9u7JX5712D2xkD2v4c1F73t970vgpb29Lq4G+7S0bGSk52BQTkF3LGwaWLfTr/az281obCwHz3NQqTQYPnxS2PjMnlOeAU/ShdTUzIj9T5vNhK4uLYYOHXvyQyLwxEPCSGCzm8FxLA4d+qFX95t0mY3DhfYHmzAVqgb0rWmlUrknV6ciRajlQi3TIpXJ/fpd3uO8ueAlEokwFcK7wtvJ63gX2bJBqVRDLleB4+K3Uq9nyRg9mporkZ6WjRS1p6thNuuFVsFk6vRbVECjyQybIsbXg+ZFSLoQAXVKGtQ9zVYMA0n3QFatTvdzcMSLU8JDFKxZDYY3q1xnZzMkEhmIeEilMqSn5/ilremJ2ayHRCIVQtG8s0CtNlNIf7FvCu7U1MxeLyOt0WRAKpXDYjFAKpV1pzb0NlgEk7kTK377Vyy8YhEqDlTg0zdfQ3t7XcB52tpq/MTpmRZsFV50X5uop2XSBG3O7XYzZDJ/k1o0Au6PPFIJE2e8De3AycSwvkZzqVTmWX46jLB7djmkUik4lo/aX+35kRnE2t8aPHgkxo6dBZlUDou1C3abGVpdA1jWja4urXA+nvN0KYrmFmHB8YtRV3c04Fz5g/1Tw0ilspMtEJGfwMJN5Q1m2I8GRz8sDZMQcZ7sG4YWp694GYaJ6FGSSuUgnhPCxaRSGQYNKoBcroi65vUlWABKsPuQy5VQKtWQyeQxh9jZbCYhJaFGk4HU1Czk5g0HEd89Ka0UALD6g/+gtHgfps89E9u2fBb0XOGmMJvMeuFFczqscLOuuOfYdPaDF21AxOldbMrbVPgak0MNdGKZrelZT0gOqUyO/PzRIOLAgBEExvN82LUt7TYzlCpNzIkcWNYNuVzZbQiPPTDZ5bTD6bSBQLBaTd3heh7z0NCh49DR0eTJfeS0Yf/+Ddi/f0PIc+n1rcJCWD3xbQFkciUkMQR/e/F40dKDG96J+sX2OyCBHy6XI2gT7kk81RX0O7HMV/euKuxZ39Gz/qNvwG3Pc3lC5zxBt3a7BeZeJgTwzig1m/W9EqfTZYfVZoJCkSII04tCocLkyYuiTDPI+I+ku+F5LmBar28GvaDHh0ChSPGzUPjicFphMLRFUc7YSGiwsVyuFBIbRIJj3QEjwp4BGb7NqlyuFHJr9sRgaBfOpVJpwHFuGHvYK70GZe/gqGdZvNdyu50B2d5iJegCW0RQKtUoLJwQwdTDYOTIKUGtH3Z7bIO0cAt9qdXpIfujRNTr3FbhGBBxeqfe9sS7QEAkeN5j8GV7JOn31gBeIfnWCC6XQ1i+pSdCtl54atVBgzzzbnwXUPB+j+Pc6Ohs6V66Wg+TqdOTvro7G7LJ1NnrxAsMI4FUKkVqahbsdrPfy+V02uB2OVAwdGzAnHNf8vKGIzd3WNAYgJ4ZiSMRaz+UZV3d3iw9+iNF5ID0OYk89sLeBApwHOdp+hkGaen+o2rvIqxEHBhGLgjd7XZCJpVh1Mip0OrqA0L0ev4I3mT9vm+/V+jeNTm9y8F4rwsAXYb2PuUI0mgykJGe6ymzy4nOjmYUFI7vnsdk9/QVGQbjxs6G2+WEydzZ7TBIgdNpB8u6oNU2QKdrhEKhQkZGLoYMGQ2Xy4FBgwpimlgIeOJbnU4bZDIl1Oq0sDW2t7WQqmVw9VNi3QEbrcc6M4/jOLjdDnQZ2qFUaTB48MigtSwRB5lM4efeJCLYnRa0tdeGX7OddfuPyokHIIXVahRW8JDLlUHTevM8D4czcJHWWPB1SSqVKWhprUZu3ghP/xme1sBmM0EqkaJo4vzu5anToFGnw2ozwW43o6OjCXabGW7WBa22HlptPRhGgpxBBSgcVuSJkg/y3LyLEfi+qCqlBg6HFXV1R5GfPzqgH+yLRp0uRDgZTfFekNbDgC3MKpcrAzrt3nSHvoMlz+zILsEwnp6e0z23Ov5RMAHi7Eana4TTaUNOTmHIJa1tVhN0HY29vrZSkYJZs5effHmIUFd/DKmpWZ5Ak+4f3eGwwmBoR1HR/NAtDxHc3fOjeJ5Ha2s1zGY9XC5HRJGGOl+0xzodVuzbv6FPOaUS7r7keS5QDIwETLcJgmPd0OkaPf5aiRSZmYPDirKnEd/lcnQn5FJBoUgRfkgiEoKbe47aQ9kyvb75ns2iJzGtx2xl6mNtkZqW5Z/+u3sRAJlMLjSnSqcVY8fO9iTT6oHX0pGVlQ90z6HyrseenT0EFosBxcWboetoRKe+BTNmLAlwNvjiTdWtVGli6qfqdI39luxswMTJcSwsViMyMk7mlPTYFT22RYlUhkE5BeA4FjKZZ7mVYMEKXnwDlDmOg1ZbD57nkZKS5lfDMAyDzMy8mE1TysEju5M7nPTNexMw2KymPofL5eYODxBBz3t1OR3IGZKD5uYKyOWKHscqBLF5rQy+39doMjBr1jK4XHacOLEfxi5tWF+6MkQLERaifp0AOLAT3GyByQy8eGdQymRyv3TYoWIEexrMJRIpcnIKg/rCw7lJvZHkPcviXTjLK2rfMvW11lQq1cjOHiL87R0wem2SbrcTzc2VYDk3vv3yHeH+/MsoEe5LKpV5avnuVObe/Wp1OjIzB2Py5IVoaa2GJYRNube43E7odL3v2kRiQMXpcjkCMlT0FKvXRAN4BgnR1HhSqRSDB4/q1aT+UC+LVCqHVCqH3WYW+m+A5wXrS60pkUgxbtwZkHe3DCZTJ8xmA44f3yXUQu1ttaiqOgijUYfxE+aEbY4BwO1yQKutB4GCpppMTc2CRpMR9ZyoYMb7YGjb6/p1gdoBN8L7GtKJCF2G9oCaKxYfuBdvTeo9F8e6ozIMewOVe+JpwiVIUadBo8mEUpnSvSRK3zwhCkWKx2DOMJB3Z4NLS8vChAnzhJjSnFzPEirt7XVBo328I20BRgKzWY/m5sqQMZ1FRfORmpoZVdypy2WPnCeKCK5+XmVkwMXJc6zfG5yaluUnDm88ZU8iCU0QJXcyg1y8Vorzls9i6eqzDzkvbzikXgExDCQSKcxmg2eeUrchWyKRCYsDuFyeqb6+gw4JI/GLr1QqUzB82ET/JF89kEplYMBE1Uf0BHoHDkd8PWhOlwPt7bURz9UXBlycTpddcKsFy9QRqp9JFEmcnhoh2ACqZzpt3+u43c6Q/Vrf5bF5nocjRndgMJge6a0Bz8S61NQsoRwKuRJDhoyBRCKFVtsAo6kjbIpswDOgyYyUXZhhkJKSiuqqQ36Byn50e72CIXiwiNDaWtXv8/kTEjJnMnWENBP1rO285qdIsZ/e/U6nPcAeGK6bIJcrPb7yIPOXXC47lEq1J76Tc/dbMxaQb5NhMHz4JGRnDTkZURQnOy8DBgplCo4f34VJk84M9JczTMj0Nt5jnU5bUPNWvElI4IfTaYPdbglba0VLz3NE6yL1Jv8CAJvdHDBQAzxTSbwvi91uiUtYmMNh9T9P94JTPZEwEmhSM+FmXcKUjJ4T6RwOS1QDFz8YBsMKi5CbOwzHj+/yr0GjSZZAhNa2mgHJgpKwqCSvOSaS5ydS0K9crgTPs1GPRL0wDAO9vhU2mxkaTWbE6Kh4Zf/Q61v9BiVOpw26jia/YziOhdVm6u7vSpGekYMUVWpAlFEsMa9+dBv8GYbB8eO7oNe3wmjUorLqYETRGbra0dBQ1rvrxkjCxOl02mAxG+LilpRIAlMZBsNXYBznRkZGrhBPGur73nyhoeJO+4pSpQmYmOadYiGRSE8OTBgmYNqIQqHqdXMvlcowderZyM8fDZfLDgYSDB8+ObylhAiNjeUDlrs0ofGcTpfdbxQezujuxWYzB8RXBjMFeZIfWP3+9g1Jk0rlSElJRXb20LDClkhlcDhtcZub7lkUoSvsMeHsjER82LjLWJDLlSgoGAeNJhPp6YOCdomE9TOJ0NBYBoOhPS7XjobEitNpE5p3nufhdNqC9v18kUgkIEQObrXbLdBqG4RmqqdlwCtob37PYHhflJAj217A8xy6unQhxcfzHKqqDoW0MzJgQgaj9BaFIkWYw98TqUQKpVKNpqYTqK09ioFc2jvhabctFkO3wdyNlJTUiF4elUoTMjen75J73trpZI6k8Lnig8Fxbtht5j5HuvektbUa7hCT4TiODe8e7e6HEvFxS+QgkUiC5i/1Xs/lcqK5pQoDveZ8wsXJ8xw6Olsimoo4jou4YL3HqyMDz/PIzspHXt7w7uZKDZfLEdVaPP7TiuWw2uIrTMDTYrS31QbUnt4ULyOGT4ZEIoHb7Qz5QhERWLezOxVMePur3W5GZ2dLyOghz3SZjJMthM8iEUQ8mpsrej0vvy8kXJyAx7wSqR/GMAzU6vSo5roTEaQyuTDxzTu12Nt8e1IbBv/RfQcETqctbv27njQ1VwTYTRlGgqFDxiA3bzgYRgKOc4dc4lAikUKp0sBqNeLQoR8DJpgR8ejsbEFHRxNaWqrR3l6H0tIdIUUqlyvR0dEk7PMEvvCoqzuGxsbyON11bCSFOAFCZ2dr2P6mRCKJqq8lkUgCciz5CpHneVgsXX7zhYDuwOfumoxj3eB5vl9SrHhxOm3QBsnc4Tv6VqlSIyY5UKvToVJp/F2LTjtY1g2lMsUTbFwwDpMmLsDIkVNht5tRWrojYHqJXK6ESqnxRBkxDFSqVJjNBjQ1ncBAN+dekkScAOAJAvGOxB0Oa1R9xEjH9EzIwDAMFHJVQDPlcjv9TE0GQ1tcB0LBaG6JwgUYwkjvheNYsKwbKuXJF9diMaCtrQZyucfU5A0gTkvLRmHB+O7lBgNNRrl5w4U0ilarEWVluxO6avKATdOIFqUiBbm5wzwrk/kkRvDiuzRgb2FZFwyGdqSkpAadceh2O9HaWjMg9rwxo2cgb/BIYXGwnjiddoD4sMHATocVcoUqMCKp5wpvPfYJtXQPz5DNZkJd3THodA29uqdYCTVNI4lqTg9Olx16Q5tngplUBnePGk0qk/dJmIDHD5+TUxjSK2QydQ6Yobm5pQo8z4acKcmyrqDCJOJ9RCWBK0hcZXNLFbTaBuE47z0R8X6Bx67u9ECAp9Y9enT7gAkzHEknTsBjaPcIhCCRyIQROsdxMU/FtVgMQZMLhJozH2pZmP7C4bCgvb0+5H5vP7vnGvQ2m1kIsXM4zKipLgn4rnCP3ffpvS+Gkfi1GAqFCkqVBhaLAaWlOxMyMg9GUooTIBgMbZ4BA/F+JqBoEu37xoR6AjZC9058PVKeKRidGOgBQH19Kcym4IMvb42qUKYISb8ABKyoESwjXs+XL1xEfbIJE0hacXpwuuzQ6RqFkahUKhUydZjN+pBeIt9YTafTBmUPf7F3ZO5rtOdYN7TtdX1KktBbiHg0NoX3WTOMJKQfPSUlHXk++eABT3egs7MZZrMhorHeYjHg2LGfk0qYQBIOiILDIDs7H2p1hmAmCjcz0xe73SLYO71YrUZYrUbIZQqkpWeDgWfxgv6cDxMZBjNnLEG6z+xUnufA81yv8piajB2Qda+rRERBAzqIeDQ2lqOlpSqhyygmNCd8vPDOWuzNHCNfvLWqUpkizJdPrDA9qFSpmDLlLKF14DgWPM/5pIv02GgjTXiLZoTPsi6Ul+9BZ2crEmXH9HJaiNMDA40mPWiShFhJJmF6EQTane7F4bD4rCVkB8e5PfOHwkRShRUnkRCT6Zs9OZGcRuL04M1lpFSqkZk5WBAqz/Pdi0NphKafY92Q9Fi+OhmF6UWhUGHo0HEYPnwi3G6X0FKYjB1wuuwwmToxcuSUmBJ1EfEwGNrR2FieNKL0ctqJ0xe5XIm0tGwhYonvHgA4nDZoNBlCZmMiAs+xMFsM3ekRk2M99eAwKCwYh4LC8X4JZFnWBSKCXKaIKtDY5XKgs7PZM1HOqBsw+20snNbi9CKTKZCamgWGYbqX55MIOdttNiPsdk+Kv0S65GJFo8nA8OGTok9pSASW88zZ1+ka0NHRBKNR1/8F7QP/E+IMDtOdkjv5aozoYZCWloXs7CHIyxvhF7TidjuEIBWXyw4iglZb3+1zj20BhUTxPyzO0wuJxD9y3+twOJVfvoSnQBSJD6dSl6SvJLWHSOR/G1GcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElawiZVEBFJJGLNKZK0iOIUSVpEcYokLaI4RZIWUZwiSYsoTpGkRRSnSNIiilMkaRHFKZK0iOIUSVpEcYokLaI4RZIWUZwiSYsoTpGkRRSnSNIiijPOMAwzjmEYB8MwqxJdllMdUZzx51UA+xNdiNMBUZxxhGGYqwB0Adic4KKcFojijBMMw6QDeBTAXYkuy+mCKM748RiAd4ioKdEFOV0QF2aNAwzDzACwFMDMBBfltEIUZ3w4B8BIAA3dy02nApAyDDOJiGYlsFynNOLU4DjAMIwaQLrPR3fDI9bbiEiXkEKdBog1ZxwgIhsAm/dvhmEsAByiMPuGWHOKJC3iaF0kaRHFKZK0iOIUSVpEcYokLWFH6wzDiKMlkX6HiJhgn4s1p0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC2iOEWSFlGcIkmLKE6RpEUUp0jSIopTJGkRxSmStIjiFElaRHGKJC3/k2tf5uQUQqVKDfjcYjHA5bLDZjMloFQiPfmfEGdm5mDk54/ClGmLIJVKkTU4E0q1EkQAwwDdy1DDarLB7XDDbrHDYjKivGwPCITmpgo4XQ6fM4or4AwEYRdmPbXXIWKQkZGDadPOwYRp05GaqfHbS0QoP1iKERPGQJ2WInzudLjgsruQlpUqHNelNYJ1s8Ix9dUncOTIVphMHfEpKSOB53fwfdwMFAolGDDIyS1EdvZQSKVSjB49A06nDVptA/T6VjQ0HAfHseB5Li5lSQSh1iE6DcV5UpRFM2ZAk64OOILnCV3aLsjkUqQPSvfbx7E8rCYrGIYRBBoMXaMOe3d9j9raEnAcG/K4nigUKigUnpdh/vxLUDByFAonFMJmskHfqheOSx+Ujt/d8kvIpFKkqlRIU3mEmpueDjfHwWy3w+p0orihHlVl9XjxvgfR0FAGIj7qsiQLp704VapUqFQaTJt2NibOnAmVRonOFj3SslKhVCuF43ieULJzL8wWAwqGjsOY6WMDzsWxPIgIMrk0YJ/T4YLdZIc6Qw2JRIL2+nZ8v+FdmMydEcuYmzscD73+Ki5aPBdtRhMkDDBvTOD1e0OTXo//vvcVPnz5+VNOpKedOKVSGTSaTBQVzYNanYFxUydDJvOISSqXgXW5oW8zIHdYLtrr21E4rgAAULLrAPT6Fiz+xcWQymI3VvA8gXhCU0UTsvKzkJaVivY6LTaseyusQDMzB2PD/h2YN2YMtpWVYf7YsZAwDJRyedjr2V0uEBHUSmXY47y0dnXhrj89hW/X/hcWiyGme0sUocR5yg2INJoMZGTkYtas8zG8aBTkCpkwoAGA/Vt/RmZmHmQyBYaMGgKJRAKVWgUAqCw+gba2GowbdwYk0pPfcdqckCnkIcXqdLggk8kglUkgkTCw25wYVjRM2J+Rm4ELL/lDWIGeccZyAEBxfT3mjRmDFIUi4r026fU42tiISQUFGOEjTpPdjpKGBpw1YULAdxiGwcqVj+HTXRfiziuuQmdnS8TrJCunTM0pkUhxxhm/wJRZcyGRSiGTS6HSqAKO43lPkX1H4QDgsDrw49pPseyXV0OhlPvtqz1Wi8Ej8v0GRr6Y9GZwbg4Wgxk6XRM6OppxxoIlyM7PAs8Tyg8ew8QzpmDfT9uxe/fXQc/BMBJIpTIolSm4598v4fe/vQSpKhVYjkN2avC+Ld/920h8ymqy2/H1vv347VmLIJV4XqbdVVVo6OjAr+fNQ3F9PWaNHAkA+O7IEezbXowPnn8e1TXFwR9sEnDKNusMI8GsWedj1KgpGDquABJJ0PuIiN3iQNnhw5gwfXrAIMlqskGZogzax/RiNliQkpoCqUziZ4IiIpgNFqjT1Nj4xUeorj4czV11d0fSccfzD+C6xWdFfR8ulkVVezsmFRQIn7UZjTja2Ijzp0wJ+p02oxFvf7QO7z/3XJTlG1hOSXGmp+fgvPOuxbAJwyCVSaBr6gDrYpE/arC3fFGfi4jAujm4nW6o01JARGitaYNcKYelywyJRIoRk4YH/V64a/E84eD2HZi1aCG2bliLo0e3xXSP48fPwQ1334l5C6dhcHoGiuvqsWLeXKEvWtnWBjfH+YkxGEcaGzFt2LCwxzTp9fjT/z2MtWtfQTLZak85caan5+Diy/6AvOF5wmdGnREcxyNrcCbK9h/FpLnTen3+E4fKUF93DFnZ+Zi+YD4UyuADE47lUVF8HBPPCF4rGdq7UFq8DxzrxvGyXXA6bb0qT3p6DjSaDNjtFpTWlGFoVlZM36/T6TAyNzfovqr2drhYFlKJBE88+AZW/OkyvPPISnz//btwOm0JH9mfUuIMJkxfiAgOqxMpqYF9zlhg3Rz2/rQF889bEnIwFOlaRITG8iakpKXgyKEdKC3d0SeDeEpKGt7Z/D1+NWcOFLLox6vVWi00SiXyMzIC9rUYDHCxLDLUauitVozJy4OLZXGwrg7fb9iBVS+9hNraIwkz5IcSZ9IFfmRk5OKSy28OKUzAIyq3yw2H1RF0P8fy4NjwtYHbxaL+eC2cTltQYRIR3C4WDMOEfQkYhsHwicOQW5iDuWcthVwWeRQeDrvdjFuXX4Krf3Mvnn7/M7R2dWFnRQVqddqw38vPSEeWOtDhsL28HJlqNfLS05Gl0aAwKwscz8PJsiAiPPzXG7B13yY8+PzbGDN6BiSS0P3ugSapxJmZORgXX34zcgpz/D7neUJDWaPHxkgEQ5seKakp0DXqhGOcNidcTjcAwG6xw26xh73Wvq0/YcfOLzBx8ryQx7TXt0dddpfTjdJDB+B0hb9uNJjMnfjyy+fw95uuxpQxk3DhGWdiT1V12O9olKqgNtNMjQYvfvClYCctb22F0WZDmkqFM8eNAwAUZmfj4b/egB2HtuLhl97DmNEzwDCJl0biS9BNZuZgXHTZ75FTMChg8MGxnNCXYxgGecPzIJNL/Tw/na16dLV7jM6pmRqkZmqga9TBagreBxw6dCwsFgOUaiVYN+cndMBTO3Nu/2auqbIZTZXNAedyOlwo3rUb+/Z9G/uNh4HnOej1rTCZO/HP3/0Ve6urYj6Hw+XChg++FP6ePnx4SNNVfkYGHvzTddh1eCsuvfTPvS53vEiCPieDadPOxvQzzkJ2fpYgTKfNibryGuQVDEHW4MyIZzHpzWita8KEWROFzyoOl8Nk6oQ6JQ1qTQbUaSlCd2Hb+vXoMmpx6dU3AACIIJip3C4WO37YALNZL+wHPCanttoWweVJRDDqTNjx0zpUVx/u94HFhAlzsWnXRhRmZ0f9HZ4I64sP46wJRcgM0uyHYmdFBbb8uBcvP/IAdLqG3hQ3apLWQzRo0BAsXPILv1oQ8DSTEokEh/dtQ3b2UEyZOyusHdJpdUCh8O8bDhlZiExzNnIKPaNY3wpZ19Hkifrp/tB3X+OJBpSV7caSJdf7nU+dloLR08YIf9cfb8B3370Nh8MS0z33ltraIzhUVxeTOCUMg069CRaHIyZxLhw/HgvHj8f42ePwl0uuhK6jsTdF7hMJrTllMgVWXHkXBo/MC2pH7Fk232PsFgekcqngvqwqqcCIiaMhVwS+b5Yuq2BA9/L5yv9CoVDi0qtvEK7DsTx2b/4RVVWHsGDB5Zgwa2JI++buTZtRXLyl16aj3nLRRbfisy9fjMr9GS8+2bMbf7nkSnR0NPXL+ZNwtM5g1qzzkTssN6QAGIYR9hFBGBB52fvTZmxdvw7VJVUYlJ8XsmbleT6gT+kLx/Io3VcMs96Mo0e3Yfr0czF+5sSQxzsdLtTXHx9wYQLA5s2r8OOxY/16DY7nUdrUBLvLBQC4av4CvLLuM+TkFPbrdXuSMHHKZHJMnjEnYmQQ6+ZQfrAU2zasQ9mBI8LnKakqzDnrHOTmDsPxsl3Y8M176Gju9BOv2WCB0+FCenaa4FVyWB0w6c3+ZZFLMWXeTKQPSsevr/4b8vKHY8/mzTD3OA7w1Oa1pVVoa6vty+33GofDgrf/+a4gnHjBE4EnQmlTE35/62PYU3rC7xq/mT8fr6z7DLk54b1Q8SQhfU6GkWDu3IuQmpUW8ViJVIKhI4Zh9KRxAf1SlUaFQblDoNU24Iy5y1BXVQazoQCjpowCwzBQqpWQSj21KcfykEgZsG7OE4UkCzS7SGUSKJRylB3dD5Z1gZH4vzhEBEN7F7ZuXY1Euv927voSHeZHMGzQoLids0brsaMOzcrCo0/+Oei5fzN/PlpefBF/u3bFgHiVElJzjhkzE7PPWhRVPKVEwiAjNyNAmF5yh+UiKysfgwoGYfqC+cgfOUTYp1CeDIPTNmjR2aJHaqYGuYU5mDplMXJzPbUA6+aEaKbOtk5MnDoH48fPDpjaYdab8fVnrw3YACgUBkM7PvhsY8zfO97cjDajMei+sYMHY+zgwcjSaAKEaXacdHb83+XLMWnSmTFfuzckRJwzZp3bq0BfLya9GS3Vreho7gTrcmPYqLGwm2w4vHMXVBqV0E91OU96kfJHDUZmXqbfeTQaz99mvRmsm4XT5kRFxX64nW4UjC/w6wsTEY4c2BO3eUN9gYiH3RLcOxaKJ99aDRfLYlAIG2cwTHY79lZX4XBdnRC+l6lW498fvoTMzMExXb83DLg4s7OHIDs/elNIMFIzU5E3PA/Gzi50aY3IGpyFtEHpmLVooZ9JqL6sBp+vehVH9xyCUWeCRHrydiurDiJ3sCfSJyM3AzzLoeZ4JTSaDGQNzoLD6vTrv9Yeq0VJyZY+lTtRVGu1ePOJJ9FiMEAujd49mapSYeaIkVhcVOQXU7p82jRccPGN/VFUPwZcnNOmnRsyqDdaJBIGMrkUY6aNQf6owUKEes+o+MHDhmDEiMnYunU1Pl75b2z65gvYzB734qIlFws1KfEEm9mOrq52TJw6Bx1NOsH9aTXZwLo5HD68CW63s0/ljifbvvk+4qDouyNH4OY4jMrNxeOr3sDM7iDkaJEwTNDgE7lUij89eANGjpwa0/liZUDFmZWVjwnT/W+IiALsmfEifVA6zly6DBdddJtnVH98F9Z99g4ayhqhyVALAR1SmQQqjQrNzVUw6Y1QZ2iQne8JWWOdbjSeaEBLS2W/lLG31NaWwM2FjyJaNnUq5FIpJAyDaxaeiSGZmVGdm+N5VGvDB5osHD8eV/zuD9EWt1cMqDhVKg1UGv+BTWN5E/Zv/RkmvblfRCqVSTBqyij88re34Ne/uRvnLLkSmXmBYWVuhwsLFl6Czs5mQZgMwyBtUDoOHfoxpum/A4HZpMeuSv8Xplanxfbychxv9vj/JVEGY+tMJnzw0za/wVI0v8VlV50PjSbwWcaLARWn7yiPiMDzhIJxBRg6dDT2bv8BPEfCvngKlWE83YCCsUMxeEQe0gelBwx26ior0Vhfgby8EX77zJ0m6PXJN0ksLT1biCry8sOew2g3GqFRKsHx0Zt6/rtqLW5Ych52d4tdKpFg7ODIA54phYUYM2ZmbAWPgQETp1KpxuChhcIPz7E8Kg6XQSqToHBCIdJSs2DqNIHnCVUlFULfMFYcVgcsXdaIx/E8weV0C3Gbx4/vhF7fgvyRg4UpHUSElvpGWK3BzS+JhOd5sD2a9V+fuxAXz5yJnLRU7KyogN5iwZHGyD7xKy47F/PmXoTx+flB9/90/Dg+2LYddTqPl83NceCJkJ2aipc+eQ1KZfQ++1gYMHGmpZ0MwAC6m9vJJxMKTJg6C6ybhdVohdvtCpqpIxpkCnlIm6gvrTWtWPXfp7Drx01oLK+HxWJAY2M5unRG2C0O1JZWgWN5HDu2vVfl6G90ukas2bLD77Ps1FSkKBTQKFVYXFQEh9sNgyWyTXZSQQH+9c6TYEPUtuWV9ag9UovcdI/T5GhjIzrNHu/ZxIKhGD9+Th/vJjgD5iGS9YgQZxgGStXJz3zD4ibN8QyaDO1dUGeo/Y6LeJ1u/zoRQdeoCxlRn5qhAU889u/fgIkTF0AmU2Dx4t8gb7jH1z9uxgSYOk0wmSJn8kgEWVn5WDovfJM6NCsr6FykDrMZx5ubsbioSPjM7nKhsbMT04cHTvK77bIL/P6e5TPqz0vPwJTpZ8Y8sS8aBqzmnDJlEaLsnwukD0oPOfEsGrKHhHbvpeekY+LEBfDkVsoDz3MBpiK3iwXLunt9/f7E7XaiPYS3Jxg608m0jg2dnZg4dKjf/uXTpmH5tJMTBjmehz6KWhcAFlw6v1+mdwyIOCUSKVJS0kNGH/lCREJ/UyqTRPUdh9UhuB+9eAdB4fDk4STs2/ctcnOHQa9vAesT/W7qNMJuDwz+SAY0mnRM9ZkK/NPx43j8jVXC3y6WxYGaGvzx7v/grodewgMPvirsmzVyJI41NcHmPPkyyqVSPwM9y3F478vv8ORbqyOarM5dMBPp6Tlhj+kNA9Ksp6ZmYXjRiKiPb6ysQ/6wocjIjc5MYTXZYOwwYfCI0JPigpGZ6Tme5zmYTXoUFIyHw+qAXJHqeUmSOInslCmLoew2kFdrtSivrEf+KE9cgZvjsPKHLTDpzXj7pYfgdrvw4Xb/vvPZEyeGNTUp5XLcce0V4Ikgl0rRZbOB5/mgUzymFA7DwoW/xPr1b8TxDgdInL5xmdGgUmkglUdfNK9dMtYyDSkYDZlMAZZ1QdfRCN3PjZDLlZg6fxYA4PjxnTGfdyAoLBiP2efNg6y7prO7nDhr9hRMKRyGqvZ2vPv+NyjddQz792+A2+3EmDEzsWSq/7z7aGygUokE3rqU5biQAyYgtgQX0ZI0E9y8mPVm7N79DTh3aKO3N3TNS6zi99pRh44ZihHDJ0EikQrNUsWJfX721mRj7NjZ+Hzbejx+zx+EXElTCodhSuEwuFgWN135VxzbcQTjZ09Afv5opKVl4+7nnojaOxSKnLS0oHPiAU9mOz4Gu2q0DEjNObFoftRRSI3Vtbj4VzdCkxHelKRv74xq4lswrEYbeI5D+qB0nH/pb2A2XAQA+Gz1s9Ab2mDsMPb63P2JUqnGy1+8GzKnp0wqxTV334jZk8dh2vDhmH/BXBg6jfj9L5YGJAUz2e0ob2nB1GHD+jzlY0hmJp58437sn70xrpPhBkScKeroBkMAMGbyBDhtTtgtjpABIgzDYIzPRDMv3oDiSNfyjdNUaVRQaVRwOlzIyx2OpuYKbPnuEyy54OqkM74vW3Yjzps0Sfib43lwPC8EZ0gYBv93wRLIuv3pv5pz0v54oKYGKoUCE/LzoZTLseX4cWz76mf8PL4Qd1x7hVAL9xaLwwGrtatP5+hJ0jXrKo0KGbkZgjBZN4dOn3TU4ehs6QCRJ7A4VJPssDpQduBYQEYQpUqB835xFZSKFDS3VOHTVc/CaAw972igGTN6Bh59+W6/KKEv9+8X/OhejjQ0wGgLnNtUcqIaB8orsaOiAgBw+ezZeP5fd+Bv16/oszABIC89XQjejhdJJ06zweLnfpTKJMjIyYDT4YrYB8wbngeJhEFWmHhRRYoSMpkcNnPgD5iZl4mzz74KMpk84dHuvigVKbjxnrsxY8RJi4feYkHDiUY/cxIAnDF6NLI0mp6nwB8uXIYbzz8PSyZPjkuZ9lVXo8vnJRg7eDBGjZoel3N7STpxajI0UPu4Lr32SovBglDadLtYdDSf9OT0jOsEPFOJ22rbsXX9WtTXH4e+VQ+3y3/QJZEwmDhnKs495xqkpsZuAegv7nzkedz7h6v9PjM7HDjzzBlgGAYbiosHvEwzRoxAekrf4nIjkfCkCj0JlRx20BD/2rBLa4QiRQF1Wsr/Z++846Qo7z/+eaZsub3KHeXgQHpXELCjxl5ij4lJ1Fii/jTF9F+qsUR/6Yk19oIaYi+xowgiiAjSez/ger/bNrMz8/z+mN3hgNuDg92ZZ4/v+/V6Xsru3swzO+996vd5Booqo095+tLSsjg+nzsLK1d+4izMWrNmPoYMGYczzr8ChX12L7RjzBZ08KjheP/NZ1FV5W0c57Rp5+HmG77mVL2mZWHWqlX436tuhWHoWL5yHs46MrtBv13Rkx3wDhZXS86Ny9ajanNmws+K+hY6wcKMsW53PG6pa7EfeNVpxSDnFior1+DLz+bsU4KmHvNy0smX7hMT4CZTp56DF955BkeU7Z59WV5ZiStPOxetLbX4xk03QlWUfZZe6IbhRBDlMq7KOWryGKg+BQ07G9K2H+39h/bfS+7J2Oa2jevS7v5WXbUZht71mGr58AEoKek6jCzb2GLOwIh+u2e9NtfV4cE/PotJk07Hm/M/wJ0/uX6fwfQt9fV4Z/lytMUOfbc7r3FVTsYYisqKsGTRR3usHmytb9tjbrwns0OHSkPjTsyb9V9sWr4BTTXNzo/Gsvh+9/jMFlOmnI3/vP3MPgG/eT4frvrR5fjgwxl7RAal0BIJzF+9FudPmtRldFGmsFyanHC9zekL+vCVcy91quTW+jaoAdWJWGKM7bNefG8457BMfsAD+9J+hkrWrVuIdesWoqioL6ZOPQeKrGLrtpVoa2tAS0vtAZ0jU0yadBpmvv0MRnUR+NtVCFxtWxtiugbT4pizdCW+e+6ZXU5NpiLjZUmCbhiH1GacOX8Bjhk5AmPKy/f/4UPAk956tCPqDBcFC4MI5gc77YnE94gMSse2NZvT7my8N2MmTcKQIeOhqnYQsqL4umxLtrU1YMH8V9He0YyTT78QF1x6PY455nwUFPRBIJCP/v2HwucLZG1jVVlWcPVPv4cx5eXoiMehJexwvc7RQ3tTFAyiX2Eh+hUWoqO5A40ddrBKeyyG5ZWVzuc21dZiZ1MTEqaJ+Rs3HFI+L5o2FcPS7D+fSTzprddXVUPX4xg75aguA4mba5q6DBJu2NmAsooyMMYwdPyIA25zhgrz8NWvX4NoWxQbVi/HkKFjICsy/vv6v/aZBRo+YjKOPe1Up4N17Gmn4Khjj4NlWVAUGYZhYuem7Vi+fDbq6yszuo+6aZrYsnwLrKs5Pli5EsP69kV+IICf3nAnHnn2ni63iOk89fjTKy/bfc1+P0YN2N0sGNspfvP08fZYZ0skghc+moebLjynRwPxXQ0h6YYBPQO7OnfGlS0QTzvtSkw6cdoer8UjcWhRDQWlhZAkhngkjnhE63JlJADsXL8TgVDAkbOtoQ2+oB9tDW0oKS+BP+BDpD2KaHsUZYNKUbW5GgOGDkgb08k5x5y3/4uVK+dCVf0IBvKh+vw4+7xr9gm9Mw0LzTVN6Dt4d2mhawlsW7MZixe/m9GtAUtLB+KT5YswocLe0W1LfT3en78YN118bo82RDgQLM7RFo12OWjfmbeWLcW4gYP2aANriQQeefVd3HjpuYjqOlbt3IlzJk85qLX9nj5NY285OedY9PEnyM8vwpijj4TqU5KRQvYmrhuWrsPgUUP3WEdkGhaYtHvIyLI4GLPbrPkl+VB9CppqmlFduR0TjzsaHS1h+Pxql095A+wtbXZu3goAKCopQ/8j7C9eUeU9mhjb12zH0AlD92jjxsJxhFvDkGQJlmnhzVf/ldHnTE6efDqmnngaTv/26RjUpwSTjjgCdW1te7Txvty2DX///eNI6AkMHDEQd//+FhQE0j9YYVdz8z6bzs5eswYnjxmz3/bnF1u24KOPPsdv/ufKPV6Pahry/H5ntujcSZMPaoMv4eTs/BS0vTKa9r39ocV1fPD6TBx/0vnoN6SfE1Xf1WK5vR9+Fe2IIRAKwDItGHrCDgaJali/fBVGHzURql/dY31SPKKhessulA8fhPffeB47dqztUV4PBEmSMXnyGVAUFbt2bcBRR52GsVPHY+f6nVi2bDa2bl2R/CTDv954Z5+1Pp35cts2TB02bI/XLM4PeG37/j47e80anHXkURmV06MtEFna9URdvWckTDRVNzmLz9LhD/ggyyo+fP/fCAbtaPZAIITJU07DgKED9ujdp45jWRyrPv8SPl8AoyePh2VZME0L7U3t2LJ2LY4YNQamYULptGNy6vEvIyaNBOccY8cef9Byjh17PAoLS7F69afIyytEW1uDUzValomlS2c5n62u3oz33+/qKByv3D9zDzlbIhGs3rXLeXhrZzHnrV+Po4YM6XIb7iVbt2JQnz77xH/uT+LP5i7NePyrJ3JaFkd7Y3va9mVXHMgzL3UtgWi0rVNMIUNBQQmqdg7GgKFdD6YzBhx1wtTk/zNnj86OljAmTz/OeT0djDHk5xc7EfU94fJv/BwPPf479Csswpy1a7Fm7Ra8/cSbCIdb8Pnn/+3RLiOX3vKNPf5dEgo5Yu5d6nVedbk304YP79E1pKhcW4lM71nqylBSanePFK31rajeXtnt55trd7fhFFXudnvulrpWmIYFLaohEmmHJMkoKOiDSy75ES7/1q0YPnoCmmu6XuJrP1x139cLSvL3OwuV2kl54MiBB7Uty4Z1i1FWUAiLc5w0ejR+cPmFeP/9JzB7zgv44a/+2qMhq46W9FFUnQND1lZVYc7azDdB6nZkflcUV+SsqtqIlrrdsvUZUILxxx4FztPPwvRkJ7pIewSmaaKgJB+XX/lDXH397/CNq3+CoROOQGFZIQpK8vfoaXfGNCxsWbmxx/tdAkC41RairbENmtbzYZSmpipsrKnB6l278O+5nzqv+1UVP/3J1Rg7Nv0DvPZm7ssfpn3vgqN3r28fUFR0QFvN7M3MBZ9hU23XExIW5zCMzO8l5Yqc9fWVKCrbt2Sp39GADUv33XyfMZa2l90VFaMGwedXkdANhIryUNyvCPHkFoap7bc701rfhvVfrrV742u3YdWqeQfVXho6wY6vXPnl/IOK/6yu3owvNm3GsL59cd2Zp+3x3uDSUjz3zr8PaJtBRfHh6tv23S8zou37g+uTn592u+7OOxjvzdB+fRFJMxmwaudOzJ//yn7z2VM8jefsU94HIyelf2pFZ9qb2rF8wWJHIs456nfsuU1fa32rU0UX9y9BtCPWZcm8cN67WL3aLqkqRg9GJNKKxZ/O3iMmNBXcnNANdLSEnWaJZdnPV08FpzRVN2PDhsU9u/C9WLJ16z6vJUwTo8vLce1Pf7bP85U6oyg+/OBXf8E3Tjh+n/eWbq/s0YZei7emf4ThiaNG7RHsvEdeDQPx+P73p+oprsgZi3XsIxJgBwUfyI4eWlTDu2/M2GfZROnAMud9y+LoW1HmdJzqKuvw4ox/or1p37XnQ4aMx4gRkwHY+8afcdZVYExGYVmh85n2Rvvvom0RzH73JXQ0tWPlwi+xYsEiGLqBgtJCJHQDS7+Yc9BR8z5fAKG8IE4bPx5Lt29Hffvu2aotdXXY0diI333/apxyyjfSHuOii36Ab177Vexs3ncpy8ljxvRo5ic1c3SgNHZ0wLQsfLZkdVaeOOyKnLoeR1vLwe05FO2IYc2XS6HICo6aemKnJ64xSDJDtCOGWDgO3qnD1VLXinfffsxpB9ZV7vnDGH/MUZh80rFOh6d8+ACcfO55MDs9uKBvciaqsKwQF15xLQrLCjF+2mQcefwxKO5XBEli+OyjWYe0tn306GNx0RR7jXxlYyPuf+xlZz59fU0NRpeXQ5YkPPjsn3D05DMB2HskjR17vBPK9+ab9+OU8Ufi1CnT8bWv/QwvfL4Q97/03wPeSqYzK3fuxKuLF+PTDRucfKRjwcaNWFtVBcM0Ube9LneXBgNAJNIGzvkBb0kTj2hoqmrEZ5+9iYqKMbjkypv2iULi3N70tbhfEXas24lgfgB9B/eFmTBw7LEXYMDAIV0OV9k9dLt63t0rBxKaDn+eH2sXr0JRSSn8QT/KBpVCVuw8d54K1eI6qqo2HtJ3cv4VVzhTkqMHDMDPH34Q11x1ARRZcrY3/GLLFhQGg3js1UexfONWjB5agRNGjcLnmzdjw7ad+ODpD7Bl0wq0tzXgtdf+gddfvxeq6sP7Z3wH37vnZpw/eXKXY5TtsRiWbd+OU8ftblZNrKjAuqoq3H3rX/DNX1y1Tzu4MyeMGgWJMcR0HV9+vAjZePSNa48XLCurwLdv/Oke45XtzR2wDAvF/YqctqQW1bBhxWqsXDkHwUA+pkw9B0eMG7rf8LiuriMlYed/d/58R3MHCksL9/m7d1+eiZqaLTjnvOtRMWrQPudgjGHD0nV4773HDvDq92XQoFH4dNl8DOub3BKHc/zstvsw/sTx+MqUo6AbBmZ/thQ71u3Agvc/wrOvP9JlGF2K6pYWfLJ+PRJ6AjP/+CzWrFmAhoYdOOOMq3HL3f+zR489k6yvrsaUkWMPaU8pz2eINC2KSFsEBSW799qRld3z2B3NHfjgrecRj0cQDOTjpJO+hsFjhnT5LEvOefIpGsXOvxt3NWL5l/PQr98R6Nt/EMqH2zfSSJj4+O3XcOo5F+0xAsAY61JMABg37gSEwy0I5AX2KO0TuoG2hjYUlhVi2bKPDun7GD/+JFT02d1rlhjDL352DUrz853npq8bWo3bbvwuior2HQbb1lCP+es24OpTTgZgx3p+64QTAADfOfUUfLx2DS4+7mS8//4TmDNnJl77fD7O7bSL3N5sqKkBgB7HaD73/DtZ6QwBLsrZ0dGMtcu+xLGnneLc7M5z3nmFIZx21hWItkdRVFaIgtJCNNc0o3Rgny6bAp2Hh+IRDW+9/ig0PYYRI45G+fABzt8oqozjpp8DX3D/G8qmqBg9GANH3oh4R2yPuXmfX0XfijJsWLruEB8vyHDOdy7YJ8pon0DinfVob2/C2LHHYWBJ8Z6fLS7BeUdPBgDsbGoCY2yPwI7po8fgo+VfYHtDI/73iu9i/qwvcPaRR6adhjzYwOG6yrqsPc3N1aGkrVuXO/sQ7Y2iyigbVIrC0kIYhplsAyaga/s2zBljewzSc86hqD6cc853nUcLdv5sqgPTFS11rdCie47fqT4F7Y3t0LUE/EH/HgHQWlRLlpoH3+IZPHgsrjh/d3tONwyn5wvYew/94aHnEG2P4rzzbsSdj/8fQv49h5P8qoqyAnvVaJ/8EPqEQjAtCwuSmyb4FAXHjRiJK44/Hs+89zJm/usBfLJu3UHnuSu2NdTj3defyegxO+OqnPX1O7Br456xjwnd2KNdWNS3EGbCcHrRB7KrcSAUwNevvnUfMQ8E0zC7bK8W9S1CYVkhtq3ZjFWfL0VdZZ29X/3q9air296jc3QmGCzAHU8+iIo+fbCzqQnvrViBD1atxNcuuMGpWh987GXc/sNrsfj9xXj2xb91Wx0DQGVjEx5+8S2YlrXPJgsAcNr48Rgz5rgDXvsT0eIHND761LNvoaZm3zHaTOGqnJxbWL58tvPvhG7gsw8/2KN0ZIyl3So7HZJkRwkxxqBF7SevtTe1H9BDD8oGlXY5G+Xzq/AHfBg+cRTGTJqI8uHlaG9sx7x5Lx1SNdav3xBccsKxAIABxcU4ZewYnHPkUXjixfucqvUb3zwHgUAIr73yT7yz+Mt9jtERj+/xmBdZkrDs4+W454Fn0250MPOVf+LkMWPQ2LH/jsvmuvpuZ4sAuwPXuKsB2XxAreszRPF4xFknLkkSxk86bo+B+IRu7LOOHLADfLsbWYhH7PfDbXbjPL+kwFlEdyjIigR/nh+SxLB+1bJDfsb6hVdc52zAqsoyQv4AZq9Zg3kr1jjDR0XBIAoLS2FZJhp2NmBtVdUeU5EFgQCO6RQ9NKa8HL/7v+9h7PHpZ9tKQiEosowt9XX7zeOkNOF01S274yM21dbitZmZ3Sx2b1yXs6ZmK3astyOSZEVyBrtTGLrR5Tpyu0RMf1z7WZX2ziCpTRZSx23Y2bBP21WL69C1BJprW7pcKMe5/ciZFLqWwPbtq3p0rV3R1bKR0vx8nDJpAmLJge+hffviiutvRSCQj7efehUfLfhyn3ntvTtTYwcOdHrr6ZAYw+QhR+DGH9yDL7d13aEzLQvvrVjR5XspOS3O8fCDL6C+Pn1kWSbwYG6dY9nSWc4zgPYuDYP5AafES81jA0jbqUkdI/V+9ZaafY5ZVlG2z5AUNy1w00JJ/2JniGhvGhurnVWiHc0daGmuOfjL7oZjR4zAqAED9iit/nDbzXjps08we85M3PqNi9CvMDNPSlNkGWUVZbju4uuwdPv2fd6XJQnnTep6Q65UrOem2lq88OT9GclPd3gS+LGrahN2btiBxqqmLqvwzuyvg7P3MToPI3U+xr7LQYDWpJDb1m/Aji1b9vmb404/1dnEdvum9Wl3DekJuzZVQd8rvKyrjkphMIiTRo1GdUsL/rt0Kb7ctg07m/acAl69a2ePNziQJQl3/eIGnP/NK3DtRdfusXz4QI6VKjUPpVN4oHgUlcSdQezuNjyQpP1vsNC3ogyx9qgTfXSgvXVJkfDpnFexddVWjD5qAsZPm7zPZ1JSZ/Jxh3M/fmGP/TPXV1fj0f/uufaiJRLBgo0b4VcVBH0+XDRlCiYfcQRW7fU0toJA8IDXAHVGlWX8/IdXQZIkXPXVqzDj47l45YsvcO0Nt6Oysfvnyc+cvwCP/O23PT7nweDa9GVXHD35TJx83vkHtASjO7SoBjXg6/Y4e+8S0ljVhGh7FKtWzcOZF3097ZBVe3MHGGN486VHM7IEuKysAmu3rEHfwq5np9xkZ1MTnpr5NvIK8jBy4jBMrKjodoo0YZo48/RvY968lzKaj3TTl57GczY07NhjAFyL6/vdJHbLyi37PNsy1ZvujGlY2Ll+pxNllNANtDa0Ou8XlBZg8NgKfOXcS6F0szQ2mB/Ezk1b0dhYlfYzPSEabce8Dd3vuNHdDh9aIoFFWzZnJC+DS0tx+w+vweRp43DptGldipl6fmbCNHHbnx/DwoVvZuTcB4Kncu6q2ohlC+eDc/shqbVba7FrY/cPEvX7/TATBiLt6Yd07PXmW/HWW/9CU5VdTfn86h57fPoDPjDGECrM6zKohHPu/FB27FyHTI3nRaPtWPjuorTvd8TjuOmmu/bYNbgzqqJgYnLDhUwxrG/ftL33orw8jOzXD3+47xn8/fYfH9SmCQeL5zsbr179KTpawmhvbMeQcYMx4qjut5mpGFOBgtJCBPP3HWyOR+Jorbc7OevWfw4A2LZ5HXZtsku9+h31+zzprTvaG9uxY/02rF+fXqaD4cUnHsKuLoKDAaAjFsPSxXPS1h4SYwj5A9ANAy2RzARc+BUFX6xc3+V7siShpq0Nz97/zx6vLj1UPJczGm3Hx++9jOJ+xd1KGWmP4uO33kRLXSskqevNYv15fuQV5UHXEjjlzItw4YXfw9STp6N8WDnqd9SjZECf/T5/s3ZbXXI3ETvQeP36L5DpWZBdu9bj4Sde3ed1LZHAMy+/h+/f/VuE/H7sam7ep4eeIp5IoK6tDREtvt/HVi+vrMTTH81JO+szuLQUk8aPdJaLWJw7Y5oxXcc//joDlZWZX7G5PzztEKWQZQWnn34Vxh9zVFpBdS2B+u11GDR6ULcSa1ENpmntExiSgjGGlrpWGHqiyxWZnWM2t6+pxBtv3HuQV9U9gwePw4Jln+6z2My0LGdpxYodO2BaVpd7cab4cPVqfPu083Dv6y/gyuknOa9riQRmfjIfibiOLz9cippt1YhEWnHlr67DN085CXn+PaO0alpbcd/DL+A3P74GQZ8PG2qqMar/APzst/fh4b//KivLMFII2SFKYZoG5syZiV0bdqWtznx+FRVjKvYJGN778/48/x5imoaFuu31zrCQriWwcc0K5JcU7PF3HS1hez8mxtDR3IF4JI4VKz7O4FXuyc6d6/DIk6/t83rnNT+ThgzpVkwAmDp0KAYOHInGXbuHgDbX1aGhowNHDOyHmy44B7f+4mq88eb9+MU/f4HKNZX46rnX7xOhVF5cjCHjhuDJ19+HKsuYWDEYs9eswZMP3JlVMbtDiJIzxcCBI3H+pdciVJSHqo1V8Of59yndOpdslsVRX1mPAcMOfB12Qjewbc1mGEYCY6dOdJoHlWt3YEAyCqqjJYyFc9/P+rMvhwwZj0+WzMXQQ9jrcntDA8484Rz87cXHcclUe+eSJz+Yjc3LNuO7112yzxp1i3N8sm4dKvr06XbYaN769fjOuZejsnLNQeftQPF0I6+eMHDgSJx3yTUwEyZkVd4jch4Awq0RWJa1xxMwekprfRvmz3kLQ4dOwMTj9l2+0LCrES//5+/Q9Z5vtNBTfvPnx3DDdRcj5Pd3OUW5ua4Ohmnusb/m3qzZtQuDS0v3iUhKmHY4YFe7yCVM05mft5I1UKrUXrh5M/7vJ//A228/fCiXdsAIXa13prp6M+Z9+CYKywqRV5CHpprmPdae5xeHDklMwJ6nP+fSb2LslH3jJC2LY9niua6ICQD//td9aI/FURDoOtStprW1SzFj+u6es19VsaNp35mdPz0yEw+++F9nWjL1NzFdx2cbdwe17GxqwvpqezuZT9atw5Vnf801MbtDODkBO2J+xWdfwNATyCvIc7ayibRHseaLFQc8lWhZHGu+WIHKtfs+LFT1KV1GCDVVN2HTpiWHdgE9oLJyDZ596s2068tTwcNrdu1Cbdvu4JTFW7c6c/TLtm/Hr2/54z5/K6syFFVxpjhTMaBBn2+PVZdHlJVhQkUF5qxdi2vO+zq2bVuZmYs7RISU0zQNzJv3Et588Qkk9ATKBtk9WsYYZHn/mzAYCdNZVlFZuQZGouvxOc75HjNU8UgcyxbPdXWgGQAe/OP/4t00YWqpSKWR/fujb8HuGuOUsWP3qK4nnTpln7/dO26hu0cLfrx2Da497+uutDEPFCHlBOyo+erqzXjvjRlo2NUIy+LIKwhi7FT7qbnLFyxOu/mWHtehx3U01zSjtmYr+g7es1PQ0RKGnlyf1NZol0btzR3470tPYt26hdm9sK7yq8fx8G/+1e1GBn5VTVu6Ths+DDdcc/Eer9W3t2H2i+9h7Wdr97vBwuw1a3DtuV/Pyga4h4JwHaKuUFU/pk+/HKOPmohgvr1ct6k6/crMFJbFsWPdDgwcOXCPaPt1S1Zj06YlKCrqh0nTToKsynj39WdQU5N+r6Bso6p+vLRwgdPjBuA8UaOsoOdt7De+/BL9i4pwRGkpdMPockRASyTw+z8/jn8/cq+nj1HMmd56dwwePA4nf+WSbvfqPBC0qIbm2hYMGNYf4daI52KmOOKICXj2/VeczV1bIhFENM1Z8qsbBj5eu3a/C9421NgB19318Bva2/Gty36AOXNmejaOmSJneuvdsXPnOrz8wj/wwWsvIR6Jw7IOLs7Sn+fHgGH9EWmL4r03ZgghJmC3j6857xuYt96e5y4JhdDcaf68srERJaG8Q3qCWsI08ewn83DJeddi7tz/eC5md+RUydmZ4uL+UFU/BgwYhulnnw+fX3VWXzZUNWLQyIForm1BaXkftDe1I68wtMcDB8KtEbz3xgxUV2cm/CyT9Ot3BK665Wf44+9uQXVLi1Mlv75kCeprmrBs9jL88Z4f7vcRLZ3RDQMvLPgMj//uASxa9Jbrnb7u6BXVetcwlJUNwoQJ01ExdASK+xUj1hEFkyRUbd2BsVPHO8HIlmkhFo5hzdIlWLPmU3R0dB0ZJAKK4sN3bvgtfvira/bYF7OhvR2aYaC8uPiAtjesbGzEC/+djbeffgWLv3gnI0tNMk0vlnM3hYVlOOqor4AxhkRChyRJKC0dhAFDy7Fp1RpUVq5GXd12RKP77tkpKmPHHo/v3fVrXP3VM7tcrtsVDe3taI1G8fwL72HWC6/j80VvZTmXh8ZhIWdXyLICRfEd8npzL1EUHyZMOAlf+eqF+Pb1F6G0U+99V1MTIpqGJfNXomFnAww9gbdfmYFwuAWtrfXI5qYHmeKwlbO3kZdXCEnaPbNlmvZ2ProeE7pz0x0kJyEsvWIoiTi8IDkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYel23TpBeAmVnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnBmCMTaXMRZnjIWTaYPXecp1SM7M8gPOeX4yjfE6M7kOyUkIC8mZWf7IGGtkjC1gjH3F68zkOrSGKEMwxo4DsBaADuCbAB4EMJlzvsXTjOUwJGeWYIy9D+AdzvkDXuclV6FqPXtwAF0+DZc4MEjODMAYK2aMncMYCzDGFMbYlQBOAfC+13nLZRSvM9BLUAHcDWAsABPAegCXcM43epqrHIfanISwULVOCAvJSQgLyUkIC8lJCEu3vXXGGPWWiKzDOe9yPJhKTkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlgOm8cLDhkyHhUVY1BaOgjf+MUVkKSuf5dzX5yLNV8uQUdHM1atmpd8lZ7b4AXdPl4w15+mIcsKTj75G/juXbfg+NGjMLJ//wP+25ZIBAs3bYJhWfj3X19Ea1OD897atQuwq2oTSNrMkO5pGuCcp02wv/2cS4ri41/5yrf5zM8+41FN45lmY00Nv/6Wu7iq+j2/1t6Q0vrXm+T0+4L8jDOu5v+ev4CH47GMS9mZSDzOX1i4kJ991nWcMcnza8/llM6/nK7W/b4g8gtKMHHCyTjqhGNx/IXH4+JpUxDyB1zLQ0SL4+ab78HMZ/8IyzJdO29vgvemar2srILf+MN7+GPvfMBrWluzXkruj3A8xq++/jYuSbLn300upr2947lWrSuKj0+deg6/59F/8xU7dnDDNL3wMC3heIxffPGtnn9PuZh4Gv+EH0qSJBmjRx+D877+Ldzzu5sR9Pm8zlKXhPwBjJk2BnjT65z0HoSWs2/ZYHz92h/ir3ffijy/3+vsEC4jrJzl5SPw2Dsv44Kjj/Y6KwdEwjRRtanK62z0LtLV99zDNmd5+Qj+1tKlXjQdD5rmcJgPGjTK8/ZbLiaeKx2iXBSTc85Ny+LvrVjBCwtKPb/ZuZZ4Gv+ECvwYNGgUnnj3lZypyjsjMWZPj7Kuh+yIniNMm7Ni0Gg89s5LOG/SJK+zclC0x2L410Mvor29yeus9B7SFancpWpdkmQ+Zsyx/N3ly72ojTNCczjM//cPD3GfL+B5FZmLiYva5rzgglt4czjshVMZYdn27fy8827isqx4fpNzNXER5Rw4cCR/b8UKL5zKCDPmfsJLSgZ4fnNzPXHR5GRM4r/+06NeOJURfvSbf/Cior6e39jekLhocp5xxtU8Eo974dUh09TRwY8++izPb2pvSVykoSRJknHc2Sfn5JSkxTn+/d7HWL58ttdZ6f2ks5ZnseS85Wd/zkqEerYxLYsv2ryZ2pkulZyuyzl48Di+sabGC7cOmTW7dvEhQ8Z7fjN7W+KiVOsTJkzHqAED3D7tIWNxjgf/+W/s2LHO66wcPqSzlmeh5PT7gvyVL77wotA7ZJ768GMeChV5Xsr0xsRFKDlPOfUKXDptmpunzAgxXcdTd/4LkUib11k5rHBVzq//5NuQcjAw4sVPP8Pixe96nY3DDtfkDIWKMGBAqVunyxgJ08QTtz8ATYt6nZXDDtfkPGLIBJw/abJbp8sYG2qqsXnzUq+zcVjimpyX33QD5DT7E3mBaVmIatp+Pzd7/lLU1W3PfoaIfXDNlpL+JW6d6oCYtWoVzjnzKtx+79NoaG/v8jMW53jhvqddzhmRwhU5i4r64qhJo9w41QHzlXHjoOsx3Pv7X6A+jZwAEA63uJgrojOuyFlc3A/HjxjpxqkOmKDPh6v/92ZMO+Y8mJwjYe67lcyiLVtQU7PZg9wRgEtynnLGZfCrqhun6hFrF67F3Ln/wWmTj8OOpn2XV2zcsQtNTdUe5IwAXJJz9NTRQnWGUkw6dRIsy0RbWwP+9a8XMWftWpiW5bxfv6Ohm78msk66qSOewenLPzz0nBczjvtla30dr6gY6+Rz4MCRvCUScd4/9tivej61dzgknsa/rK++9PuCGDBczECPYX374Wd/+SMq12yH6vfhoT/9Gi98NA83X3QuAKR+oIRXpLOWZ6jk7N9/aE4sYNvZ1MRLSgbw6266g2uJBOec82OOOd/zUuVwSFyEwA+RKS8uxo/v+jP+8+zf8MTbs7Bixw7U11d6na3DmqzvbNy//1Cs27IaJaHQoR4q6zS0t+PCs6/E+vWLIEkyWlpqvc7SYQFPs7MxlZyd6FtYiOfffAKjRx9DYgoAybkXI/v3x3/efhq3/vof8PvzvM7OYQ3J2QUj+vXDP+/5MX565z+9zsphDcmZBokx/M93L8OQIeO9zsphC8nZDYNLS1FYWOZ1Ng5bhNkCUTQSpgnDNMG5tf8PE1mB5EzDk+98iMq1lejoaAbAIMsyAMA0DW8zdhhB45z7YUNNDR59+GVUjKmA6lOw/OPl+GL+bKxb9xmJmiHSjXPS9OVB0NDezv8242U+ceIpXFF8nk//5XriXm1H0xvlTNESifCf3n4/CZolOam3fggU5+Xh/357M4YPn+R1VnolJOchoioKzrn0m15no1dCch4iEmMYPmm419nolZCcGeCC00/AgAEkaKYhOTPAwOJi+P1Br7PR68i6nLFoB5Zs25bt03jKip07k4P1RCbJupztHU1YNG95tk/jGRbnePTPz6O5ucbrrPQ6qFo/RD7fvBlvvfaY19nolbgi54K35kE3et9UX0c8jvt+/wSVmlnCFTnXrfsMRhfbveQ6P/nZ3/DSC3/1Ohu9Flfk1LQYatp615bVLZEIFs+fDXsGjsgGrshZW7sVb83+zI1Tuca/35+DlSs/8TobvRrXOkTbVvWe4aTmcBhP3X0fqNTMLq7J+dLTD2JtVZVbp8sqM9+fg+UrPvY6G70e1+Ssrd2KuYtXuHW6rNHY0YGn/u8BWr7hAq6Ocz73p0cQ03U3T5lRTMvCM6+9j5Ur53idlcODdIGePAtPcJMkOWef4MY558u2b+fFxf09D87tbYmLEGxsWSbqqxvdPGVGefbJN9HaWud1Ng4bXJ++fOKue9Eei7l92kOmNRrF3Lff9jobhxWuy7l06YeY+WHujQ9uqKnGli3LvM7GYYUHgR8cT9x1L1oiEfdPfQi89fpctLfnbpMkF/EkKmnp0g8x84O5Xpz6oDGN3hcbIDzpeko8C731zqm0dCBfX13tRae7xzSHw3zs2OM979X21sRF6K13prW1Hu/NXQQrBx4K8Nw7s7Fx42Kvs3HY4ZmcpmngDz/4Hlbv2uVVFg6I9lgMc/4zB5ZF1brbeBoJ39xcg4f+9vweD6YSjf98NA9vvnm/19k4LPF8mcZzj/8RT30w2+tsdElzOIz/PvI6zaN7RbrGKM9yh6hzmjLlbL6pttaLvk63zPh4ruedhcMhca828jrQdPLJX3ceTiUCdW2t/Iwzrvb8xh0OiYsup98X5Hc9+Cw3LcsLF/fhG9/8X89v2uGSuOhyiiTovPXreX5+iec37XBJe3vHRZQzJejrS5Z44STnnHPDNKnUJDnTp4kTT+GfbdrEdcNwXc5569fzUKjI8xt2OKWckhMALywo5bff97Srgta1tfKvX/ELz2/W4ZZyTk7AruJv+/sTvKq5Oetirq+u5tOmncdlWfH8Zh1uKSflBMAZk/i0aefxj1avzlpHaWNNDZ869RzPr/VwTTkrZyoFgwX8zgdm8OqWloyKuam2lsT0OOW8nKk0cuRU/uCrb3PDNA+5JN1cV8enTTvP82s63FOvkRMAD4WK+IQJ0/mkSafx5+Z9yg3T7JGUpmXxTbW1JKYgqVfJ2TkVFpbxyy//Gb/vxTd5JB7vVsqopvFNtbX8p7ffzwcOHOl53inZKZ1/WX+8oFtIkoxLL/0Rxhw7dvdrsoQrrjgb+f4Ann3xPcx74yOsXPkJGhp2eJhTYm94mscL9ho501FU1BeMSWhtrYf9QyVE47CVkxCfdHJ6HmxMEOkgOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYel2UwWC8BIqOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkzCGPsm4yxdYyxCGNsC2PsZK/zlMsoXmegt8AYOwvAnwFcAeALAOXe5ij3oWUaGYIx9hmAJznnT3qdl94CVesZgDEmA5gGoC9jbDNjbBdj7EHGWNDrvOUyJGdm6A9ABXA5gJMBTAZwNIDfeZinnIfkzAyx5H8f4JzXcM4bAfwDwPke5innITkzAOe8BcAuAJ0b8NSYP0RIzszxNIAfMsb6McZKAPwEwNse5ymnoaGkzPEHAGUANgKIA3gJwD2e5ijHoaEkQlioWieEheQkhIXkJISF5CSEpdveOmOMektE1uGcs65ep5KTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBZ69mUOwJgExvZ94IRlWejNDycmOT2Dwe8LAACOP+FirF2zAO3tjc67EyaejKFDJwIALvzehRhRUb7PEd5/cx7WL1qPpqZqfPLJi+htonb7YFZ6DlFmycsrxIUX34JAKIDifkX4zo2XQpYkjOzfD7uaWxBPJJzPDiopQVlBwQEdN6LFcedfnsLMR+9FdfUWcG5l6xKyQrrnEIFznjbB/ilSykAaN+4E/vCb73HDNHm22N7QwH95z794WVmF59fbk5TWP5Iz+4kxif/tuVeyJuXevPLFF/yss67lAPP82g9FTuqtuwBjDCX9S7Boy2ZUt7Rk/XxfO+YYzHz1flxyyY9QMWh01s+XNajkdCfJssIVxcePPvos/sHKldy0rKyXoLph8J1NTfz3/3iSDx16pOffQbqU1j+S0/0UCOTzk0/+Or/2xjtckZRz7kg6bNhRnl8/yZkDKS+vkF900Q/5M7Pn8Pq2Nr56506+eMuWrEr6/Kfz+fTpl3O/L+j59ZOcOZJGDJ/My8tH8Jt//Mesysk554Zp8reWLuWXXfbTZHXvbceJ5MyRdNZZ1/K6ttasC5pia30d//WfHuVHHDGBMyaRnJTSJ8YkPnz4JP6Lux7i761YwWtaW3lzOJx1SXc0NvLf/vVxPmTIeNclJTlzMIVCRbxPn3J+5pnf4XFdz7qgnHNe1dzMb/v7E7xfvyNITkr7T7Ks8Ft//Q/XBOWc87sefJYPGjSKu9EeJTlzPMmywn/z58dck1M3DF7X1sovvfQnWReU5OwF6YwzruaReNw1QTnnvDkc5pdc8mOSk1L3yecL8JcXLXJVzpSgF198K8lJqft09tnXu156cs55SySStRKU5Owlye/P4y99/rnrcnJul6AXXvgD1+SkqKQcQ9OimPPyJ56cuyQUwk/+dAuKivq6cj6SMwd568Wn0djR4cm5Tx03DhdffgsYy746JGcOEou1w/JoKYbEGP557y8wevS07J8r62cgeh198vNx/S9/BkmSs3oekjMH6ehoxhvzPvc0Dz+88hJceumPsnoOkjMH0fU4dqzf6Wkegj4fjjn/WMhy9laXk5zEQXPlJWchP78ka8cnOYmDpl9hIW762R1Za3uSnDmKkTC8zgJ8ioLv3nApQqGirByf5MxRNi7eCN3wXtDh/frh9NOvysqxSc4cZfyJ4+FTvN/qSpVllA4sy8qxSU7ikLnm1q9DUXwZPy7JmYNIkoyisuy08w6G8YMG4cgjT834cUnOHKSkpD+uuuQsr7PhUFZQgEGDRmb8uCRnjjFkyHj85T/PoTQ/3+usZJ90sXSc4jmFSxUVY/nHa9Z4Ecq5X56cNfuglxRziufMdRiu+v6Pcdr48V5npEsun34CpkzJbFOD5MwRRo6cghuuv9TrbKRlfXU1Nm1cktFjkpw5gKr68cd//wsj+vXzOitpmTRkCCZMPDmjxyQ5BUdV/fjpHf/ERVOmeJ2VbvGrKvz+vIwe0/spBqJbTjzxUvzhlzdBlbMb2CsiVHIKzJFHnoqHnv/rYSkmQHIKy8SJp+A/7z6PCRUVXmfFM0hOAZkwYTr+897hLSZAcgrHhAnT8e93/42JFYO9zornkJwCEQoV4eFXn8CkIUO8zooQkJwCcdpp38axw4d7nQ1hIDkFYv7817CuutrrbBwUumFA12MZPSbJKRCtrXV44M/PwrRy68GqALBw0yYsXvxuRo9Jg/CC8Z9n/orGqgac/q0z8JUTj8akIUPQGo1ClSWE/AHnc19u24a///5xJPQEvvaTy/DN40/wMNeAYVkwjMT+P9gD6JHWgsKYhMLCUhx//EVoaamFovjQp88AXHrr5Xj30XewbNlsbN26AoA9WP/JwndQEgp5lt/Za9bgrCOPwsE8TpvTI63FSoFAPr/gglv4jI/n8hkfz+UXXvgD/penX+IlJQP287f77s9eWFDK561f734QZyc+Wr064/GcJKdHqbx8BF9fXb3HDTZMk7+3YgWf8fHcHj2j8thjv+qahOn47vf+cNDfBadgY7GoqdmCj79YvsdrsiTh3KOOwndOOxX3vfo0fL5A13+8F02NVdjV3JyFXB44dTsyP8pAcnrImgVr0r539sQj8b3//dMBbZTV3tHs2WayAGBxDiMbGzykK1I5VetZT0ceeWq3j7SO6zo/44yruz2GJMn8h7/8e1ar7P2xvLKS5+eXZLxaJzkFlpNzzr/cto0PHjyuy7+XZYX/z4/+yKOaljXxDoTFW7ZwRfFlXE6q1j3k5HO+Col1PYqSYsrQobjup7/osv1ZPmA4vn3zJVhXXY2IFs9WNj2DBuE9wucL4PgLjz+gz/7+1mvALQuvPfUMrrjlJhT0KcDC/y7EqhWf4rLpZ6CjoxnHH38Rjjn9ZFz4jTNQUVrq6nqj/74xB6aZ+TYnDcJ7xIknXoo5n7zUo824TMuCLNmVncU5TMvC7DVrsKu6HpVrKvHuzJfAOUck0oqv33gTbrjmYgztm93HssR0HZde9D188MGTB30MToPwYqW/PP1SVtp/umHwN7/8kt/ykz/xESOO5rf9/Qm+o7ExK+finPN1VVU8GCw4pO+CU4dInNS37xC+saYma8Jwznl1Swu/6KIf8hNPvJSfd95NWTvPb/782EHPDO1PTmpzesCECdMxpLQ0q+coLy7Gm2/ej6im4am3ZmXtPHWVdQc1n35ApLOWU8mZlVRYUMqf/WRe1koyN9laX8fLy0cc8nfCaShJDL51/c9x5cnTvc5GRnjq2bdQU7M1a8cnOV3E7wvipMtO2u/YZi5gcY7GXQ2wC7/sQHK6iN+fh5PHjfU6GxlhU20tXpv5SFbPQXISPcbiHA8/+ALq6yuzeh6Sk+gxm2pr8cKT92f9PCSniyQMPWdXV6ZIlZp1dduzfi6S00VisQ7MenmO19k4JGbOX4BH/vZbV85FchIHTMI08fjvHoCW4fXp6SA5XWbtFysR1TSvs9FjEqaJ2/78GBYufNO9k6Ybnec0Q5SV1KdPOd9cV+fFhM4hcdvfnzikgOLuEqcZIjFobq7FI4+8DKubUEXR2FJfj2fv/ycMQ3f1vCSn63DMfPReVDY2eJ2RAyKm6/jHX2egsnKt+ydPV6Ryqtazmn5+54P7XT/kNXFd59//xV+5JMlZ/S44xXOKlQYNGiV82/OdZct4IJCf9e+CU5tTLKqqNuHRR1/xOhtpmbd+Pb53yVWIx8PeZSKdtZxKzqynioqxWY+IPxg+27SJX3DBLa59D5yqdTHTz+980Av/0jJ37doe7dNEcvbiVDFoNF+0ebMXHu7Dx2vW8COOmOD6d8BJTnHTaaddyeO67oWPDrPXrOZDhoz35Pr39o6TnOIkRfHx/yz8zAsnOef23prptrwhOSnx0067kkficVeljOs6/98/PMQHDRrl6bWTnIInxiR+w/fvdm1Trvq2Nn7GGVdnfYCd5OwlSZJkfuMP78lqCaobBp8x9xN+4omXcllWPL9mkjOHkiTJfOrUczK+x7uWSPAZcz/h06dfzlXV7/l1dk4kZ46l4cMn8Qde/i/XEolDknJ7QwP/05Mv8OnTL+d+X9Dz6+oqkZw5mBTFx6++/jb+2aZNXDeMAxayvq2Nb6yp4b//51P8+OMu9Pw69pfS+UdbIOYAhQWl+OrFN+HY84/FhWec2OVn/v3S+2jY2QBDT+DtV2YgHG5Ba2s97PsvNjzNFogkZw6hKD4EAl0/CCsabYdlmS7nKDOQnISwpJOTQuYIYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWHpdt06QXgJlZyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJwZgDEW3iuZjLEHvM5XrqN4nYHeAOc8P/X/jLF8ALUAXvYuR70DKjkzz9cA1AP41OuM5DokZ+a5BsCznNa/HDK0hiiDMMaOALAVwEjO+Tav85PrUMmZWa4GMJ/EzAwkZ2b5DoAZXmeit0ByZgjG2IkABoF66RmD5Mwc1wB4jXPe4XVGegvUISKEhUpOQlhITkJYSE5CWEhOQlhITkJYuo1KYoxRV57IOpxz1tXrVHISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLC0u0DC3oLiuLDlClnobR0EL75yyuhKN1fdmNVI166fwY452hqqsKGDYuT79DzG9yk22df5vLTNBiTUF4+HN+47vs474oz8JVx4+Dbj5RdUdPaimXbtwMAFsxajCUfLUQ40oqFC98E51aGc314ku5pGuCcp02wi4ocSoz7fUE+ffrl/JnZc/i6qiqeDSLxOP/ZHQ/wQYNGcYAJcN25ndL61xvkVFU/P+GES/itv/4H/3LbNt4ei2VFyr3ZXFfHr7zmt5wxyfPvIJdTr5SzT59yft1Nd/DH3p3FWyIRV4Tcm3A8xq+69ndckmTPv49cTWn9S/cGF1ROVfXzqVPP4b/96+N8xY4d3DBNL5zcg3A8xq++/jYS9HCVs6ysgl9/y1380bfe5+G4O9V2TwjHY/zii2/1/HvKxcTT+Cf8UJIkybjqut/i+7/+DqYNHw6Jdd2x85qQP4Ax08YAb3qdk96D0HIOHDgStz38AK4593QEfT6vs7Nf+g7uC1lWYJqG11npHaQrUrnH1Xp5+Qj+zrJlHlTQB09VczMvLu7veTWZa4mn8U/I6cvy8hF47J2Xcf7kyV5nhfAQoeRkTMJpp12Jx955GRccfbTX2SE8Rpg2J2MSvn31r/Dwo7ehIBDwOjuEAAghpyTJ+NbVv8LDj/yOxCQcPK/WSUwiHZ7KyZhEYhJp8VTOwYPH4k//+CmJSXSJZ3Kqqh9/efFJVPTp41UWMs7mujoYhu51NnoNHsnJcPUNv8WFvWy46J1XPkY43OJ1NnoNnshZMWgUfvX7G5Hn93txeiJHcF1OWVbw7Zt/hFEDBrh9aiLHcF3OqVPPwV2/vNHt0xI5iOtyfuXC8+FXVbdPS+Qgrso5ePA43Hjj19w8JZHDuCrnt2+5FSP793fzlEQO45qcgUA+jjtrmlunI3oBrsk5dOhEXDRlilunI3oBrsk5fPgkMEHX/2QK06QdQDKJa3KeddW5wi5OywTtsRjemvms19noVbgiZ2FBKcaMH+bGqTzDtCy0tTV4nY1ehStylvQZgFPHjnXjVEQvwhU5jz/xAqgHscMbcXjjipwTp0+EKstunIroRXi+TIMg0pF1OYuL++Pcc0/M9mmIXkjW5fT7gxhBU5bEQUDVOiEsJCchLCRnhpi/cQMikTavs9GrIDkzxIqFa2lxW4YhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5M0RHc7vXWeh1kJwZIKbrePXpx73ORq+D5MwAnHMYZsLrbPQ6SE5CWEhOQlhITkJYSM4MoJsmLIu2osk0WZczEmnD/I0bsn0aT3nmzVmoqtrodTZ6HVmXMxxuwYqFa7N9Gs9oj8XwxD1/h2WZXmel10HV+iHy1BsfYO3az7zORq/EFTnnvjYLumG4cSpXaYlE8MQ9fwfn1N7MBq7IuXnzUhhm76v2Pli1EmvWzPc6G70WV+Ssrd2GVxd94capXOX1+97wOgu9Glfk1LQoGnb2rr0rP92wAe+984TX2ejVuNYheuWh52D2krFAi3M8eMdT6Oho9jorvRrX5NyyZRlW7dzp1umyyrLt2/Hu2xSFlG1ck7O+vhKP3vsft06XVWZ99Dnt7uECro5zfvrhO4hocTdPmXFqWlvx3D8foOEjF3BVzrVrP8Pzsz5x85QZ55mX38OGDb1v5EFIOOdpEwCe6TRlytm8LRrluUhdWysfN+6EjH8nh3viafxzffpy6dIPMfPD3Cw9n3rpPWzcuNjrbBw2eDC3zvHEXfeiJRJx/9SHgG4YWPL+Yphm75uGFRVPAj+WLv0QL3w0z4tTHzSfrF+PDz542utsHFZ4IifnFp6+50E0h8NenL7H6IaBx/4wg/bfdBnPQuaWLp2VM6Xn3HXrMOs9KjXdxjM5TdPAM//3kPBtT9Oy8PhdM9De0eR1Vg47PA02Xr58Nh578W2h59xnr1mDWbNmeJ2Nw5N0Y0w8S+Oce6c+fcr5ih07vBi23C+mZfHLLvup5+OAvT3xdP6le4O7JCcAPnXqOXxTba0X/nXLrFWreEFBH89vXm9PXJRB+K748ssPcP8//w3L/kEIw8O/p7A4T0lnLXex5ATA/b4gv+vBZ7lpWV4Ukvvw0erVPBQq8rxUORwSF7la7yzoCwsXeuHiHlS3tPCTTrrM85t2uCSeC3IC4EceeSpftdPbDtIfH/8PB5jnN+1wSXt7x0WVEwCfOPEUvryy0gsveXVLC0UekZzdpwkTpvNP1q3jumG4JqZuGPy2vz/BGZM8v2GHU8o5OQHwUKiI337f064IqhsGv/2+p7nfF/T8Zh1uKSflBOxO0iWX/JhvrKnJmpiGaZKYJOfBp1GjpvG/PfdKxsXcVFvLv/rVm0lMD1POywmAB4MF/IILbuHvLFuWkfHQzXV1fNq08zy/rsM99Qo5UykUKuIXXHAL/+/SL3lc13sspWlZfFNtLYkpSOpVcqZSfn4JHzv2eH73w8/x+ra2A5Jyc10d/+nt9/OBA0d6nn9KdkrnH0tK2CWMsfRvCgRjEoYPn4SvXXsDFJ8KALjoa6fhiLK+zmdmr1qNRW8vwsszHkJt7Vavskp0AeecdfV6r5CzKwoLSqGoPuff0WgH4vHcWBZyuHHYyUnkDunkFCJkjiC6guQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISl200VCMJLqOQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheTMEIyxoYyxdxljLYyxWsbYg4wxxet85TIkZ+b4F4B6AOUAJgM4FcD3vMxQrkNyZo5hAF7inMc557UA3gcwweM85TQkZ+a4F8A3GWN5jLFBAM6DLShxkJCcmWMe7JKyHcAuAEsAvOFlhnIdkjMDMMYk2KXkawBCAMoAlAD4s5f5ynVo9WUGYIyVAWgAUMw5b0u+dgmAuznnE73MWy5DJWcG4Jw3AtgG4BbGmMIYKwZwDYCVnmYsxyE5M8dlAM6FXYJuBpAA8BNPc5TjULVOCAuVnISwkJyEsJCchLCQnISwdBs1wxij3hKRdTjnrKvXqeQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISl20e9EN7AmATGunz6yT5YlgWgdz6Rh+T0AFlWoMgqAODY4y5A376D93j/2K8eixNPmnxAx/rvix9h8cfzsWDBazAMPdNZ9ZRunxpMD8nKLEVFfXHu+dfj1CtOxYlHTwAADO/XDwWBwCEdN6LF8cbiL/HU7Y9gwfxXoemxTGTXNdI9JAuc87QJdn1BKQPpmGPO519u28YN0+TZIhyP8ec/nc/POONqHgjke37NB5rS+kdyZj/JssI/Wr06a1LuTSQe58/N+5SffvpVPBgs8Pz6SU6BkywrfMHGja7JmSKqafz+l97kFYNGe/4dHIycNJTUiwn6fPjh1y/Cp8vm41d/fASDB4/zOks9g0rO3lty7s3W+jr+y/97mA8ZMt7z76Rz4lStk5wpNtXW8h//7l6uqn7Pv5vu5KRq/TBkZP/++PPt38fM+fNw5pnfgar6vc5S16SzllPJ2WtLzs5ENY2/vGgRP/us67jPFxCq5CQ5D3M5U0TicVvSs693fYyUk5wk54EQicf5v+cv4EccMYEzJnkqJ7U5XcA0TXz4/mdeZ+OAyPP78e2TTsRnyz7FJZf8CMCBBaBkA5LTFThWz1/tdSZ6xMCSEjz53B9w6aU/hleCkpxEWkpCITz53B+SJaj7kJxEt5SEQnjq+btx8cW3un5ukpPYLyWhEJ6Z+UdccsmPXT0vyUkcEMV5eXjq+buTgrrTBiU5iQOmJBTC48/ehdGjp7lyPpKT6BFlBQX47q9+Dsayrw7JSfSYW751kSs9eJKT6DEFgQBuvvM6FBT0yep5SE7ioPjKuHE4++xrs3oOkpM4KHyKgv+54zrk5RVm7RwkJ3HQnDJmDM4994asHZ/kJA4av6ri5juvg9+fl5Xjk5zEIXHk4MEYPnxSVo5NcrpEQtNhWpbX2cg4A4qKcNz0c7JybJLTJebMmYlNtbVeZyMrXP3jy6Eovowfl+R0CU2L9sqSEwDKCgqRFyzI+HFJTuKQmVhRgZOmfy3jxyU5iUNGYgznX38BMh2tRHISGWHcuOEHvOHtgUJyEhlh6rBhOProMzN6TJKTyAjFeXkoLCzL6DFJTkJYSE5CWEhOQlhITkJYSE5CWEhOQlhITkJYSE5CWEhOF0mYptdZyClITpfQtBieeew1r7ORU5CcrsHR0RL2OhM5BclJCAvJSWSEiBZHNNqW0WOSnERGWLRlC5YseT+jxyQ5iYyQejJLJiE5CWEhOYmMsGrlJio5CTGZPXMW7GdeZQ6SkxAWkpM4ZHY1N2PjxiUZPy7JSRwyta2t2Lp1RcaPS3ISh8zO5mZwnvmtdkhO4pB59YHXYZpGxo9LchKHxM6mJsyb83pWjk1yukjV1kpENc3rbGSUjngcjY27snJsktNFFn72Burb273ORkaZ8fSbiMWyEwpIchIHTUc8ji9mL0CmB99TkJzEQVPV3IylX36QteOTnMRBYXGOhx98Ee0dzVk7B8lJHBSbamvxwpP3IVtVOkByEgeBXWq+gPr6yqyeh+Qkeoxdat6f9fOQnESPsDjHIw+9iLq67Vk/F8npInpCw7LK7FaF2WZjTQ1efOpBV85FcrpIPB7GvDfme52NgyZhmvjX/S+gpmaLK+cjOV1Gi+uwMrycwS1eWvg5HvnHb9w7Iec8bYI9TkApg6m8fATfWl/Hc43PN2/io0ZNy8p3wtP4RyWny9TUbMW/Hn45p0rPmK7jNzfdiU2bMh/t3i3prOVUcmYtDRw4MmdKz6im8e//4q9ckuSsfR88nX/p3uAkZ1bTz+98kJuW5YVvPeL1JUu4zxfI6nfBSU6x0qBBo/jmOrFLz4/XrOFDhozP+nfBqc0pFlVVm/Doo694nY20RDUN9/3mUezYsda7TKSzllPJmfVUUTGWb6yp8aJQ7JaopvEbvn93VtuZnROnal3M9PM7H/TCv7SkxJRlxbXvgJOcYqaKQaP5+upqLzzch5rWVn79LXe5VmKSnDmQfnLbfV64uAez16zmI4ZPdl1MklPwNGjQKL6uqsoLJznnnH+0ejUfPHicZ9ef1r90b3CS09V0/S138Ug8ftiJSXLmQGJM4jd8/24e1TRXpIzrOv/ZHQ/w8vIRnl87yZkDSZJkfuMP78mqoLph8BlzP+Ennnipqz1ykrMXJEmS+TU33M4Xb9mSUSm1RILPmPsJnz79cq6qfs+vs3MiOXMsDR8+ic9du5brhnFIUkY1jT8zew6fPv1y7vcFPb+urhLJmYOpuLg/v/r62/hnmzb1SNJIPM5rWlv5Ux9+zE8++evc78/z/Fq6S+n8Y0kJu4Qxlv5NwjUKC0px4aX/g1t+ew0GFBd3+RnOOZ6b+Q6aa1uwdslyLF8+G5FwKzQ95m5mDwLOOevqdZIzhwgGCyDLStr3I5E2ZGMT12xDchLCkk5OCpkjhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISl23XrBOElVHISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnJmCMbYOMbYx4yxNsbYZsbYpV7nKdchOTMAY0wB8CaAtwH0AXATgOcZY6M9zViOQ5HwGYAxNhHA5wAKePILZYzNArCIc36bp5nLYajkzB4MwESvM5HLkJyZYQOAegC/YIypjLGzAZwKIM/bbOU2VK1nCMbYUQAegF1aLgHQAEDjnH/X04zlMCRnlmCMfQZgBuf8Ua/zkqtQtZ4hGGNHMcYCjLE8xtjPAZQDeMbjbOU0JGfmuBpADey25xkAzuKca95mKbehap0QFio5CWEhOQlhITkJYSE5CWFRunuTMUa9JSLrcM5ZV69TyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQhLtw8s6C0oig9TppyF0tJB+OYvr4SidH/ZjVWNeOn+GeCco6mpChs2LE6+Q89vcJNuHy+Yy0/TYExCeflwfOO67+O8K87AV8aNg28/UnZFTWsrlm3fDgBYMGsxlny0EOFIKxYufBOcWxnOtQ1jEhjr8gET+2BZFnL9R5PuaRq9TE4Gvy+AY479Km648/s4buxojB04MONniWoafv+nx/HC4/ejqmozeiqHLCtQZBUAcOxxF6Bv38F7vH/sV4/FiSdNPqBj/ffFj7D44/lYsOA1GIbeo3yIQjo5wTlPm2B/68InVfXzE064hN/663/wL7dt4+2xGHeDzXV1/MprfssZkw4on0VFffkV3/ol/9cb7/LllZV8eWVlRvIajsf485/O56effhX3+4Ke34+eJp7Ov3Rv8ByQs0+fcn7dTXfwx96dxVsikUO+yQdDOB7jV137Oy5Jcrd5PeaY8/mX27ZxwzSzmpfnP53Pzzjjah4I5Ht+fw47OVXVz6dOPYf/9q+P8xU7dmT1Zh8o4XiMX339bWkFlWWFf7R6tWv5icTj/Ll5n/LTT7+KB4MFnt+zXi9nWVkFv/6Wu/ijb73Pw3F3qu2eEI7H+MUX35pWzgUbN7qep6im8ftfepNXDBrt+f3rlXJKksy/893f80WbN3PTsly/wT3hf//wkFBypthWX89/9cdH+ODB4zy/n71GzoEDR/KH33yPRzXNi3vaY/76zEtclhXh5Eyxtb6O//L/HuZDhoz3XMiclrO8fAR/Z9kyD27hwVPV3MyLi/sLK2eKTbW1/Me/u5erqt9zMbuTU8jpy/LyEXjsnZdx/uTJXmelVzKyf3/8+fbvY+b8eTjzzO9AVf1eZ6lr0lnLPSg5GZP4aaddyd9autSLAuWQyZWSszNRTeMvL1rEzz7rOu7zBYQqOYWRkzGJX/md37g2gJ4NclHOFJF43Jb07OtdHyPlIsspSTK/8prf5rSYnOe2nCki8Tj/9/wF/IgjJhzwzFe25PS8zSlJMr519a/w8CO/Q0Eg4HV2soJpmvjw/c+8zsYBkef349snnYjPln2KSy75EYADC0DJBp7KyZjU68W04Vg9f7XXmegRA0tK8ORzf8Cll/4YXgnqqZyDB4/Fn/7x014uZu5SEgrhyef+kCxB3cczOVXVj7+8+CQq+vTxKgsZZ3NdXc6GraWjJBTCU8/fjYsvvtX1c3skJ8PVN/wWFx59tDenzxLvvPIxwuEWr7ORcUpCITwz84+45JIfu3peT+SsGDQKv/r9jcjzCzr4S+xDcV4ennr+7qSg7rRBXZdTlhV8++YfYdSAAW6fmjhESkIhPP7sXRg9epor53NdzqlTz8Fdv7zR7dMSGaKsoADf/dXPwVj21XFdzq9ceD78qur2aYkMcsu3LnKlB++qnIMHj8ONN37NzVMSWaAgEMDNd16HgoLsjrS4Kue3b7kVI/v3d/OURJb4yrhxOPvsa7N6DtfkDATycdxZ7jSkiezjUxT8zx3XIS+vMGvncE3OoUMn4qIpU9w6HeECp4wZg3PPvSFrx3dNzuHDJx3wLha5imlmZwcQUfGrKm6+8zr4/XlZOb5rcp511bmQerGc7bEY3pr5rNfZcJ0jBw/G8OGTsnJsV+QsLCjFmPHD3DiVZ5iWhba2hrTvJzQdptX7StYBRUU4bvo5WTm2K3KW9BmAU8eOdeNUwjJnzkxsqq31OhtZ4eofXw5F8WX8uK7IefyJF0A9iB3eehOaFu2VJScAlBUUIi9YkPHjuiLnxOkTocqyG6ciPGBiRQVOmp75yRXPl2kQuY/EGM6//gJkOlop63IWF/fHueeemO3TEB4zbtzwjA8VZl1Ovz+IETRl2euZOmwYjj76zIwek6p1IiMU5+WhsLAso8ckOQlhITkzxPyNGxCJtHmdjV4FyZkhVixc2ysXt3kJyUkIC8lJCAvJSQgLyUkIC8lJCAvJ6SIJ0/Q6CzkFyekSmhbDM4+95nU2cgqS0zU4OlrCXmcipyA5M0RHc7vXWeh1kJwZIKbrePXpx73OhqdEtDii0cxO35KcGYBzDsNMeJ0NT1m0ZQuWLHk/o8ckOYmMkHoySyYhOQlhITmJjLBq5SYqOUVEN01YvXTZ74Eye+Ys2M+8yhxZlzMSacP8jRuyfRpPeebNWaiq2uh1NnodWZczHG7BioVrs30az2iPxfDEPX+HZR2+U5O7mpuxceOSjB+XqvVD5Kk3PsDatbnx6MBsUdvaiq1bV2T8uK7IOfe1WdANw41TuUpLJIIn7vk7OD+825s7m5uz8h24IufmzUth9MKInA9WrcSaNfO9zobnvPrA6zDNzBc+rshZW7sNry76wo1Tucrr973hdRY8Z2dTE+bNeT0rx3ZFTk2LomFn+r0rc5FPN2zAe+880aO/qdpaiaimZSlH3tARj6OxcVdWju1ah+iVh57rNVsAWpzjwTueQkdHc4/+buFnb6C+vXdFL814+k3EYtkJBXRNzi1blmHVzp1unS6rLNu+He++fXhHIQF2qfnF7AXI9OB7CtfkrK+vxKP3/set02WVWR99Trt7AKhqbsbSLz/I2vFdHef89MN3ENHibp4y49S0tuK5fz5w2A8fWZzj4QdfRHsPmzY9wVU51679DM/P+sTNU2acZ15+Dxs29L6Rh56yqbYWLzx5H7JVpQMuy8m5hcfu+AfaYzE3T5sx6tvb8Nw/HzispyqBVKn5AurrK7N6HtenL5cu/RAzP8zN0vOpl97Dxo2Lvc6G59il5v1ZP48Hc+scT9x1L1oiEfdPfQjohoEl7y/OykxILmFxjkceehF1dduzfi5PAj+WLv0QL3w0z4tTHzSfrF+PDz54+pCOoSc0LKvMblWYbTbW1ODFpx505VyeyMm5hafveRDN4dxYx60bBh77w4xD3n8zHg9j3hu5OxefME386/4XUFOzxZXzeRYyt3TprJwpPeeuW4dZ7x1aqZlCi+uwMrycwS1eWvg5HvnHb9w7Iec8bYI9TpC1dMwx5/PmcJiLjGGa/PLLf5axay4vH8G31td5fVk95vPNm/ioUdOy4gFP51+6N7gLcqqqn//pyRe4YZpefN8HxAcrV/LCwrIMXjfjP7/zQW5alteXdsBENY2ffvpVWfOAiygnAN6nTzlfsWOHF9/5fjEti1922U8zfs0DB47MmdIzqmn8+7/4K5ck+fCTEwCfOvUcvqm21ovvvltmrVrFCwr6ZOWac6X0fH3JEu7zBbJ6/7nIcgLgP/zl34W7WZde+pOsXe+gQaP45jqxS8+P16zhQ4aMz/q956LL6fcF+V0PPiuMoB+tXs1DoaKsXvMv7nrI68tMSyQe5xdffKsr956LLmdK0BcWLvTiXuxBdUsLP+mky7J+vRUVY/nGmhqvL3cfoprGb/j+3VltZ+acnAD4kUeeylft9LaD9MfH/8MB5sr1/vzOBz291r1JiSnLimv3nOeKnAD4xImn8OWVlV7cG17d0sLHjTvBtWutGDSar6+u9uRa96amtZVff8tdrpWYOSknAD5hwnT+ybp1XDcM126Obhj8tr8/wRmTXL3Wn9x2n2vXmI7Za1bzEcMnuy5mTsoJgIdCRfz2+552RVDdMPjt9z3N/b6g69c5aNAovq6qKuvXmI6PVq/mgweP8+w+81yUE7A7SZdc8uOsdhwM0/RMzFS6/pa7eCQez9o1psNrMXNazlQaNWoa/9tzr2T85myqreVf/erNnooJgDMm8Ru+fzePalrGr7Er4rrOf3bHA7y8fITn95bnupwAeDBYwC+44Bb+zrJlGRkP3VxXx6dNO8/z60olSZL5jT+8J6uC6obBZ8z9hJ944qWu9sh7vZypFAoV8QsuuIX/d+mXPK7rPb5BpmXxTbW1QonZWdBrbridL96yJSMyptASCT5j7id8+vTLuar6Pb/OXitnKuXnl/CxY4/ndz/8HK9vazsgKTfX1fGf3n4/HzhwpOf57y4NHz6Jz1279pA7g1FN48/MnsOnT7/c86ZLT+VkSQm7hDGW/k2BYEzC8OGT8LVrb4DiUwEAF33tNBxR1tf5zOxVq7Ho7UV4ecZDqK3d6lVWe0RxcX9ceNlNuOXX38G0YcOgyvIB/V1U09Aej+O9xUvx9F0P44sv3oGmRbOc24OHc866er1XyNkVhQWlUFSf8+9otAPxeG4sC9mbwoJSXHjp/+CW316DAcXFXX6Gc47nZr6D5toWrF2yHMuXz0Yk3ApNF38Z9mEnZ28kGCyALCtp349E2pCLO5GQnISwpJOT9oQnhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISF5CSEheQkhIXkJISl23XrBOElVHISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyHiSMsR8wxpYwxjTG2DN7vXcGY2w9YyzKGJvDGDvCo2zmNCTnwVMN4G4AT3V+kTFWBuA1ALcB6ANgCYAXXc9dLyD9gxSJbuGcvwYAjLFpACo6vXUZgDWc85eT798BoJExNpZzvt71jOYwVHJmngkAVqT+wTmPANiSfJ3oASRn5skH0LbXa20ACjzIS05DcmaeMIDCvV4rBNDhQV5yGpIz86wBMCn1D8ZYCMCI5OtEDyA5DxLGmMIYCwCQAciMsQBjTAHwOoCJjLGvJd//PYCV1BnqOSTnwfM7ADEAvwJwVfL/f8c5bwDwNQD3AGgBcByAb3qVyVyGdvwghIVKTkJYSE5CWEhOQlhITkJYup1bZ4xRb4nIOpxz1tXrVHISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLC0u0DC3oLiuLDlClnobR0EL75yyuhKN1fdmNVI166fwY452hqqsKGDYuT79DzG9yk28cL5vLTNBiTUF4+HN+47vs474oz8JVx4+Dbj5RdUdPaimXbtwMAFsxajCUfLUQ40oqFC98E51aGc23DmATGunzAxD5YloVc/9Gke5pGL5OTwe8L4Jhjv4ob7vw+jhs7GmMHDsz4WaKaht//6XG88Pj9qKrajJ7KIcsKFFkFABx73AXo23fwHu8f+9VjceJJkw/oWP998SMs/ng+Fix4DYah9ygfopBOTnDO0ybY37rwSVX9/IQTLuG3/vof/Mtt23h7LMbdYHNdHb/ymt9yxqQDymdRUV9+xbd+yf/1xrt8eWUlX15ZmZG8huMx/vyn8/npp1/F/b6g5/ejp4mn8y/dGzwH5OzTp5xfd9Md/LF3Z/GWSOSQb/LBEI7H+FXX/o5LktxtXo855nz+5bZt3DDNrObl+U/n8zPOuJoHAvme35/DTk5V9fOpU8/hv/3r43zFjh1ZvdkHSjge41dff1taQY855ny+qbbWtfxE4nH+3LxP+emnX8WDwQLP71mvl7OsrIJff8td/NG33ufhuDvVdk8Ix2P8T0++wMePO5EPHjyO9+8/lI8YPpn/6Df/4Jvr6jzJU1TT+P0vvckrBo32/P71SjklSebf+e7v+aLNm7lpWV7c4x4R13Ve09rKV+/cyeO6LkSet9XX81/98RE+ePA4z+9nr5Fz4MCR/OE33+NRTfPinvY6ttbX8V/+38N8yJDxnguZ03KWl4/g7yxb5sEt7P1sqq3lP/7dvVxV/Z6LmXNylpeP4G8tXerFfTts0BIJ/vKiRfzMM7/juaQ8F+RkTOKnnXYliekiUU3jLy9axM8+6zru8wVIznRiXvmd37g2gE7sSSQetyU9+3rXx0i5yHJKksyvvOa3JKYAROJx/u/5C/gRR0w44JmvXisniSkmVc3N/NJLf8IBdnjKyZhEYgpMczjsiqA8jX+eRiUNGTIeC5Z9ioo+fbJ5GuIQaIlEcP1Vv8Mbb9ybtXPwNFFJnkXCq6off3nxSRJTcEpCITz1/N24+OJbXT+3R3IyXH3Db3Hh0Ud7c3qiR5SEQnhm5h9xySU/dvW8nlTrFYNG4+Mln2DUgAHZODyRJXZX8ffBbi5mBmGqdVlW8O2bf0Ri5iAloRAef/YujB49zZXzuS7n1Knn4K5f3uj2aYkMUVZQgO/+6udgLPvquC7nVy48H35Vdfu0RAa55VsX4ZJLfpT187gq5+DB43DjjV9z85REFigIBHDzndehoCC7Iy2uyvntW27FyP793TwlkSW+Mm4czj772qyewzU5A4F8HHeWOw1pIvv4FAX/c8d1yMsrzNo5XJNz6NCJuGjKFLdOR7jAKWPG4Nxzb8ja8V2Tc/jwSQe8iwWRG/hVFTffeR38/rysHN81Oc+66lxIJGev48jBgzF8+KSsHNsVOQsLSjFm/DA3TkW4zICiIhw3/ZysHNsVOUv6DMCpY8e6cSrCA67+8eVQFF/Gj+uKnMefeAHUg9jhjcgNygoKkRcsyPhxXZFz4vSJUGXZjVMRHjCxogInTc/85ArtbEwcMhJjOP/6CwBktsObdTmLi/vj3HNPzPZpCI8ZN254xocKsy6n3x/ECJqy7PVMHTYMRx99ZkaPSdU6kRGK8/JQWFiW0WOSnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnERGiGhxRKNtGT0mrZ3IMJtqa7Glvh5fzFuOY06ehL4FBZg2fLjX2co6i7ZswZIl72f0mCRnhkiYJu7859OYcd/fsWvXBtj7VzKUlPTHJV+/Gffe+78oDAa9zmbWSD1fIJOQnBnisTffx19+8wMkElqnVzlaWmrx9GN3Iq8ohAf/8nPP8peLUJszA2iJBJ68+769xOwMx0vPPIAt9fWu5stNVq3clPGSk+TMALFEAo2Nu7r9THtbA1ojEZdy5D6zZ85CJrfiBlyQMxJpw/yNG7J9Gk955s1ZqKra2O1nND2OGY++7lKOegdZlzMcbsGKhWuzfRrPaI/F8MQ9f4dlmfv5JEekvXeWnLuam7Fx45KMH5eq9UPkqTc+wNq1n3mdDU+pbW3F1q0rMn5cV+Sc+9os6IbhxqlcpSUSwRP3/B2cW15nxVN2Njdn5TtwRc7Nm5fCMPdX7eUeH6xaiTVr5nudDc959YHXYZqZL3xckbO2dhteXfSFG6dyldfve8PrLHjOzqYmzJuTnY6eK3JqWhQNOxvcOJVrfLphA95754ke/U3V1kpEtXRjoblJRzy+32G0g8W1DtErDz0H0+odbTOLczx4x1Po6Gju0d8t/OwN1Le3ZylX3jDj6TcRi4WzcmzX5NyyZRlW7dzp1umyyrLt2/Hu2497nQ3P6YjH8cXsBcj04HsK1+Ssr6/Eo/f+x63TZZVZH32OSCSz4WG5SFVzM5Z++UHWju/qOOenH76DiBZ385QZp6a1Fc/984HDfvjI4hwPP/gi2nvYtOkJrsq5du1neH7WJ26eMuM88/J72LCh94089JRNtbV44cnMPtp6b1yVk3MLj93xD7THYm6eNmPUt7fhuX8+cABTlb0bu9R8AfX1lVk9j+vTl0uXfoiZH+Zm6fnUS+9h48bFXmfDc+xS8/6sn8eDuXWOJ+66Fy05Fj6mGwaWvL84KzMhuYTFOR556EXU1W3P+rk8CfxYuvRDvPDRPC9OfdB8sn49Pvjg6UM6hp7QsKwyu1VhttlYU4MXn3rQlXN5IifnFp6+50E0h7MzeJtpdMPAY3+YgXC45ZCOE4+HMe+N3J2LT5gm/nX/C6ip2eLK+TwLmVu6dFbOlJ5z163DrPcOrdRMocV1WBlezuAWLy38HI/84zfunZBznjbBHifIWjrmmPN5czjMRcYwTX755T/L2DWXl4/gW+vrvL6sHvP55k181KhpWfGAp/Mv3RvcBTlV1c//9OQL3DBNL77vA+KDlSt5YWFZBq+b8Z/f+SA3LcvrSztgoprGTz/9qqx5wEWUEwDv06ecr9ixw4vvfL+YlsUvu+ynGb/mgQNH5kzpGdU0/v1f/JVLknz4yQmAT516Dt9UW+vFd98ts1at4gUFfbJyzblSer6+ZAn3+QJZvf9cZDkB8B/+8u/C3axLL/1J1q530KBRfHOd2KXnx2vW8CFDxmf93nPR5fT7gvyuB58VRtCPVq/moVBRVq/5F3c95PVlpiUSj/OLL77VlXvPRZczJegLCxd6cS/2oLqlhZ900mVZv96KirF8Y02N15e7D1FN4zd8/+6stjNzTk4A/MgjT+WrdnrbQfrj4//hAHPlen9+54OeXuvepMSUZcW1e85zRU4AfOLEU/jyykov7g2vbmnh48ad4Nq1VgwazddXV3tyrXtT09rKr7/lLtdKzJyUEwCfMGE6/2TdOq4bhms3RzcMftvfn+CMSa5e609uu8+1a0zH7DWr+Yjhk10XMyflBMBDoSJ++31PuyKobhj89vue5n5f0PXrHDRoFF9XVZX1a0zHR6tX88GDx3l2n3kuygnYnaRLLvlxVjsOhml6JmYqXX/LXTwSj2ftGtPhtZg5LWcqjRo1jf/tuVcyfnM21dbyr371Zk/FBMAZk/gN37+bRzUt49fYFXFd5z+74wFeXj7C83vLc11OADwYLOAXXHALf2fZsoyMh26uq+PTpp3n+XWlkiTJ/MYf3pNVQXXD4DPmfsJPPPFSV3vkvV7OVAqFivgFF9zC/7v0Sx7X9R7fINOy+KbaWqHE7CzoNTfczhdv2ZIRGVNoiQSfMfcTPn365VxV/Z5fZ6+VM5Xy80v42LHH87sffo7Xt7UdkJSb6+r4T2+/nw8cONLz/HeXhg+fxOeuXXvIncGopvFnZs/h06df7nnTpadysqSEXcIYS/+mQDAmYfjwSfjatTdA8akAgIu+dhqOKOvrfGb2qtVY9PYivDzjIdTWbvUqqz2iuLg/LrzsJtzy6+9g2rBhUGX5gP4uqmloj8fx3uKlePquh/HFF+9A06JZzu3BwzlnXb3eK+TsisKCUiiqz/l3NNqBeDw3loXsTWFBKS689H9wy2+vwYDi4i4/wznHczPfQXNtC9YuWY7ly2cjEm6Fpou/DPuwk7M3EgwWQJbTP50nEmlDLu5EQnISwpJOTtoTnhAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQFpKTEBaSkxAWkpMQlm7XrROEl1DJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJSQgLyUkIC8lJCAvJeRAwxn7AGFvCGNMYY890et3HGHuFMbadMcYZY1/xLJO9AJLz4KgGcDeAp7p4bz6AqwDUupqjXkj6Z9URaeGcvwYAjLFpACo6va4DuDf5nulJ5noRVHISwkJyEsJCchLCQnISwkIdooOAMabA/u5kADJjLADA4JwbjDE/gNQjmn3J9zROa7B7DK1bPwgYY3cAuH2vl+/knN/BGNsO4Ii93hvGOd/uQtZ6FSQnISzU5iSEheQkhIXkJISF5CSEheQkhKXbcc7v/fTP1JUnss6//vFL1tXrVHISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCQnISwkJyEsJCchLCctg8mNU0LZiGCT2uI9YehaZp0LQoEgkNquJDcWlfcM7hD/rBJIZAKABFkb3O9mFNr5aTcw7TtNBS14La6u1obqpGR7gFnHOAW7C4BYlJAJMAboFJMmRZgSzJCATzUVBQir5lFSgt7wtf0AdDTwAAZFVxT1yJAdbh+VCT3ienxMAYgyzL2LVxF7ZtW4GmphrE4xEoiopEQoOi+MAYQ1FRX7S3NyIe60AgEAKzOGRZQVyLIBYPo7Z2K7ZvXwVFViDJClTVDwAoKuqLEaMmoc+APpCkLp9ScsAYhgnTMCFJEjjn8PlVJHQDnHNYhgkmMXS0hO3P6gaamqqgKD6E8ooQzA/BF/AhVBQ65HyISK+RUw34wC0OWZHQVNOMTWtXorJyNWRZha7HwBiDYSTAwGCaBvz+PCQSGiQmIRAIOZ/TdQ2KosJI6LAsy676JQmK4kMiocFI6GhurkFTUxWOOGICRowdj0AocMD51LUEtKiGhJZAc2MdmpqqEY+FISsq/P48hEJFAIC2tvo9flSyJMPiFgwjYf9bVpF64nNpaTlGjDgapYNKe1VTJKflZLIEWbZvBrc4mmuasHHdcjQ07ISux+DzBZBIaLAsE35/ELqugYNjzOhjoCg+bNu2EpoehyRJSCR0SJIEcA7GGBTVB9MyAAASk6Hrcfh8AVuiQAi6Hse6tQtRU7MVRx11CvoN6ddtXjnnaNjZgFWrPkU00gZJVmAYOhLJPFmWCcZ2l36yrEJRVACAYSRgcB1gDJxb0LQEGJMgywoSCQ1aPILqqs0YcsR4jDvyGBSU5GfpG3eX3JNTYlAUBZxzRFrD2Ll1K2pqtqKjoxmWZcGyDBhGAvn5xQAAw9BRVNQXkUgbOLfQv/9QqGoA69d/DkmSoCgqJEmCpsVgmRxMkhCPR5LtVQPgHJJfhiRJsEwTmh6GzxdAWVkFdD2GWCyML754D8fJX0XfQWVdZtmyOFrrW7F06UeIxcII5RVC06J2frkJWVZhGAmn2WBZBhIJzS7ZJQl+fx4sy4Isy9B1DVKybaxp0T3OU1m5BjU1WzB69LEYdeQEqH4V3LSyejuySc7IqfhUqAEVekxHXWUd1q7+HM3N1QAA00y20SwTffqUw7IsMMYQDrfASOhQFB9M00BxcX8UFJSirm6bc6NlWYEkKWBMAucWdC0KSZLBmN125YBd6mpxmJYBWba/soaGHVAUHyzThKL68Plnb2Pq1LMxYGg5AIAxgHPASBhIaAl0tLUiL68QjDHEtQh0LQ7V54dpmpCYXfqrqg8JXUNC1yDJCoLBfBQU9EFHRzM4txCLxWBZFoLBfMhS6m9soRXFFtw0DaxZ/SkaG3fh6GNPRXHfYvuHljBcvmOHTk7IaVkchmFg4+drsXHjYkQibU6VJzEJFpOgKgo4OJqbayDLCizLAucWLMtELBaGLCuYOPFkLFn8LgzTcKrRRCKOkpL+sCwD8XgEABzRVdUPw0jAsiwUFPaBJCnwqX7IiorW1nq7LStJKC7uh8bGKtTX70BhaRG4xaGoCoyEAUm2h5LLyvujpKwUCd3A6pUL0N7eBMPQEQoVIh6PQEqW2JZlQVF9sCzLad9algnTNJxSPi+vEG1tDU47OC9YgMLCMrS21TslfmtLLeZ88CJGjJyCURMnonRgH8Qjcegx3bP72FOEltOyOJqqGrFz5wY0NOxEONwKVfVBlhVHIBO2TAluOR2EVPVu98olcMuC4gti164NkBUV0VgHTNOATw1AkhS0tzciGu1wqnm7ClUdQePxiFM6p8ZFAcC07NcMIwFZVhAKFcIyLUiylCw5OSRJgh7XoPp9kBQZPknCtBPOQFtjK1pb67Fjx1rougZwDtMyIEkSZEmBJNn/tq/FdEpsxpgjKwBbUEMHB4emRZ3mQTTWAQDYsOELbNjwBQYOHImjjz8Z5cPL0VLXAssw3b+hPURYOU3TQu32GmzcuBhNTXb1nZdXAEXxQYtHoCc0R0b7htklJWC32RiTkEhokCUFTJKgxSPYsmUZFNnuFRtGAn5fAIrqhyzJYExGe3uj3emRJTAmwUp2iBhjMM0EEgkdfl8QmhaFovqS57KHgSzLhGHYn7cMEwmLA5wjoelgkgTVr8IyTVgmB+cchaVFKOnXB6FQEXbuXI/29kbEYmEEg/nQtBh0PQbTtK9DVX3JH6P9A7SreQ4GlqwBJLS3N8I0bYl1zS7R7Wuwa4iqqo3YOnMFTjjhYkw5/RjEI3FEO6JCj6EKK2f9jnps2LAIDQ07wRiDxGRoWgzRaAcYYxg0aDRqarbAMHSAM4AxMDD4/AFwzp3qjSfbnxY4FMUHzu3qsv+AYcjLK0AsFkZ19SaYpgmfL+CUSIFACIA9vFRePgL19TugqnZpKSuqUyqGQkUoKe6PsrIKDB4+IllS6vD7UyWdXQNYpgnFp8LQEzASFgKhAEzDRP+KcvQdOAB6XIdpmAi3t2HRords+ZJyKYqKhB6DovogSRIMI2G3jxNxMCZBkiREIpo9vispMCX7GnZ3sOx2KgBUV2/ChocXYeTIqRg1aRxkn4yEnhBSUuHktCyO5tpmbNmyDM3NtQgkh20kWYZpJCDJMhIJDa2tdVBkJVndWpAlGYahQ9fiSBi6M8QkSYrTBgXnzpBSVdVGyLKC0aOPSX5u99AMY5LTDrQsC7t2bYBP3T2WKct2BwoAdD2Olta6ZFNAwcjxE8AtnpTLHhpKaDo4V8EkCbFwHMGCIPSYDkliYBKDLEvwwZ4YUH0K+vYdgvr6ymS+ZJimgUAwH5ZlQtfjUFUfLIs5Vb1l2T8sw9BhmAknr5xbCAbtkQFNi0JVA2hurkVHRzMWL34XK1fOxfDhkzBh6jQE84NIxMVqj4olp8TQUtOMpUs+coZ+Up2UQCAfEb0VEjfhS1atiYQOzi0wMBiGPWguKQoCgRAMQ4eq+u0eN7erWACIxcJ2SSxJ6Nt3MFTF57TrUliWCXAOX14BAHs4yuImJEmxmwywu+KSLMMyOVpb62FZFmKxMAYPGwVf0AfFp0CP22On/qAfpmnB0A34g35neMey+B4llmVZ8AV8OOGUc7F1/TrU1G5Fe3sT8vIKEIm0JYeW5GRVr8I0E8n82e1My7KPqyfikCQZiqyCMQZdjydrDRORSAdU1e/87ebNS7F16woMHDgSI0dPRumgUmFKUXHklBiaqprw5eIP0dbW0Kk9ZVfphQV9EI+HwcDsBn+0DQUFpYjFOmwpmQJJAkwzAUmSEPDnIRYPgzG77YVkuzHVTh0yZBwmHHU8Pp//riMm59wZkuEAVMWHeLKToSgqkGz3sWSbVFUDiJvh5N9aGDx4rF36+VXoe5VCipqcuWEMiqrYIwV6wvnRpNqihmFCUWQMGzMOw8eOQ7QjBkNPYMmSD5zZItO0RxYYY/D5ApCStQbndumt6/a51WT7tW/fwWhpqUM02gG/Pw+yLCMcjsEw9GTbPI4dO9aiunozSksH4shJ01HUt8jzKVEhQuZkVUH99jp88fl7aGtrsKthbtrtOiZDkmVoesypSqPRNudLTY1p+v15zvy0aRqIxcMoKuprV33cnjNXVT8U2e6Nm6aJwlK7ygsEQigsLEv2xu0b5vcF4Q+EnGo+kdARCOYjFCp2xkS1ZKlumSYGDx6HkeOOhOpTEA/HnGsz9IRdaiZMyKqdF3vsU4fPryKQH4Qv4IMv6ENeQRCq3x4iS4nqC/rQZ2ApjjzyFOTlFTozXpIkO6Ul55ZdiySHn1TVD1lWYBgJ+HwBDBkyzunc2SMPyY6THrdHCZL/NgwdtbVbMWf2C9iwYhU0j6t5z+WUFBmV67Zj0edvo6OjKdnr1SExGX37DobPb7elGht32dN9ySk/0zTs9mVCg2HoUBQVpaWDkjfMFjsUKsbgweNQUNgHobxChEJFyeEfCwUFfVBXWY9orAOxaAei0TbnpkqShBEjp2DkyCnJeWwZwWA+4vGIM/OUSGiwuN1THjFyCiYefTy4ZQuV6iwpigwm2V+xlQzZs0w7uMMX8DnTr6rfB1mWwLnd9pUUGZLE7LarxdHR1IHSAf0wderZkGUlmSdbPtOwq2e7mWEHqJimASOhQ9OiCIdbUFm51s6DZcIyDWhaNJlH2ZmiTSQ06HrcGRHYsGERliz4GG2Nba47kcLTap1zjl0bd2Lx4ncdITmzv7RgMB9+fx58viBisQ60tzc57UclmG8PEykqLG46vfB4PAzD0O1xQllGa2s9ZFmxmwnJGR9F8UFRfCgp6Y94PAIjYQ/16HocAX8IADBo0GiMmTgZy774BMFAPrTkTTMMHQ0NO+wvTlFRXNQPR006DUVlRVB8CiJtEafkkyQGJkuQZCnZ2ZLs3rQqQ1btDloqAkmSJPiCPiR0A76AD6ZpNzMULQEzGZkEAMVlpQiFitHW1gC/L+h0gkzTBGfcaZ6kZrZSAqZqICAB3mnUwr4HVrL9qTrTonoy3qCqaiPC4RYcd+L5KO5b5J4YSTwtOTtawli+fDbM5NAIB3e+rI6OZtTUbEFNzWY0Nu6yMyvJdrVoJJJfupWMHIpBUXyIxez2H5ISx2IdCIdbkJ9fkqzudwdXhMOt0LSoMyykqn4YZgJHHDEe4yYch8ULPkRN9RZoWgxaPIJ4PAxF8dmRTUzCgAHDMWny6Sgqs2+aZVlQfLsHyjmH0/EyTXP3v2W76eEP+MA54POrkGQJlmmXtpLMnJI3kBcAN+05dc45JFnC8GFH2RIl822aZrLtyJzvKFXtp0rX1tY6xLUIuGVBVf3Q4hGnpASQjHCynMF9O992G7mpqRpLFn2Ixuom17xI4ZmcnHOsX70E0Ug7LG7CNE1nFib1vt3At3/RdiBEHEyyS6JgMB9jxxyHqVPPRnn5cCecLRWraXd+LGccsKSkP1TV77TZAoEQgskSuLCwDBUVY5CfX4Kjpk7Hrh2bUFe/3R62Ss6+MDDEYh3glgVdj2PAgGEo6FOAvKI8GAkDekyHleyFKz4VCT0Bbtk/Hm5xSLItTyqkLaHbU5umYUGPaY7cRsKE6lPtH1IyIh+AU/IPHDIchYWl0PVYsvliJUclJEdQe87fgGkkOk19+uxIqIQOKTnDlvqhp2ROnSNVwwAAtyw0NOzE55+9jfbmDlcd8UzO9qZ2NDTsBAeHLKtOW1GWlE6D6CYsy0S/fkMwevQ0lJePhKr6EI9HEIm0Ye3az9Da2oCjJp+CKVPORkFhH7s9ZdlSpqqvVFsKAAoLy+DzBZJDMzr8/iDC4RZUVW2EZRlYMPcttLbWo7x8pN3pUHx2KQ27UwXGMHDgSFQMGw5f0ActqoFJu4erzIQBo1OQhSxL8AXsMU7Vp0ANJG865zB0e3oyWJAHwA4mZsxua/r8qh2ErMjw5/lh6AlnqGnY0COd2NRUCZea1rSSJZ+i+qD6/FAU1RFOVf1QfX67SucccjI+wefbPYYbCIQwaNBo5OUVwO/Pg+qz70s43IIvF82GFtNc8QPwqM0Zj8SxdPEcRKPtu6fYYA8qG8nhHkmS7F8zGOrrd6ChYacze+NEECV01NRsRlFRGbZvW4WSkgGwLAuRcKsz/x7w5yFh6M78dGp4yjSNZCcrkYyQ16GqtrQDB450Omcc3JlpiccjKC7qi6OnnYa8giAkRYYet0tM1adCj2tQfHZwRkLTYRr2D0ICoMXsKlQN+JygEEWVkdANZzyUSQxmskMlqyoAuw2Z0BP2DFiyZOxXPgSFW8ugxSN2Hi27SSRJMnxqwBnpsJsTqR+qmgzFszuPsk9NNqEMp1efSGgId7QgkdD3GHazVxYoqK+vxIZVKzBx2jGuDDO5XnJyzrFp7WrU11cmS7WY/SVZhjNwrKp+J6DCnqJj8PmC9voeWbF7z4F8KIoKTYuhtnYbNC2KpqZqhMMtAHaH0aXGOlOdrEikFdFoB2KxdphmwulEBIP5MAwdBQV9UFm5BtFoRzIKSHZ+JH5/EBOPPBVFZYVOpyYV6GFZFvxBP3wBewA+rygEWbG/XiZLUH0qfKlhIotD9SmwrNSPUIKsyrBMK1nqyeCWBTNhJGeN7L9LvZ9fFMKIEZMR1+yhLFlR4fMF7CGv5GREqiS18y85kubnFzvNns5t91QP3o6Isnv7uh6zO57JYThJkrFx4xLs2LjNFVdcl1PXEqivr3QifxiT7Gjw5K/UtOwAX58v4AwwS5IMXbc7PYFACPn5JZBkBaFQMVTVj9bWOhimgVCoCH5/0Al64NyCxOwB6lisA7FY2GnbBvwhJ/IoFb0kywoGDx4Lzjna2hqSJQ+Hqvqg6TGMGnUMBg6tgKTIzjolAJBlGQV9ClBS3gf5xSEE84MI5gcRyA+ioE+B0ynSYprT+7Z76Wx38yUpeUpozgF/nh+yIkGL2lWprMhO50rTYvaPWVGdiPpUyWpPZwbtoSIjgURCw8CBoxAKFSHc0eKEASqKXXru7tXb/5/QNfj8QeTlFSVjYPuAcw5dt4fu1q5dgHBbJOuuuC5na10rWpprnc5JagA9NYRhWRY0PWYP8xg6FFlNzmXbv/ZYLAxdjzu/dL8/D7oWh2HoqKnZgnC4FaaZgK7HMGDAcJx25rcwZMh4AICu24PjqZsYj0fg9+eBMQmGoSM/vwQNDTvtKjb5GmBPeZaXD8fYI4+GP+iHoRuObIqqIFQcgupXEW2LOCIxBmduPlSUh+K+xUCq927YTQtdSzhz8KZhglscCd2AZXIk9AR0LYGEboAxOJ9JDaelJhyM1DgnktOsydLSDjxOQFZU5OeXYPzE46HIKiRZSdZCsjPBYEdiKU6zR07OkjHGEIm0oqWlDrFYR6eRjhZs3bDGnn7NIq7KaZoWtm1dmYxTNJwvOq7ZQxtIfumq6nMCHgwz4fQ2dwdbxGCZJmKxdnuO3dg9k2GXgCoK8ksQDregtakBJ5xxFs698BqMGXOcXepKMip3rEVba71TujAmoaCgBPX1lU6P367O7HC1CROmw5/nt6tovz0wHyoKOeOahm4gWJDXqSTkznilHtPt9m8oYHdskqstFVWBrMj2KkvGIMnMqfoVRYHqs4eLmMQgKzIU1Z4gAID8ULHTkZFlNSm+7AjEGEN+fomznGPV8k/R3FLr/H0qBtWy7E5narQjFcUFAPFYOPndMKeTKcu2+JXbV6O9qT2rvrgnp8QQaQ2jrn578pdvt2NSCQBYsqRJSZgqMXUtBk2L2SFxqRuiqJAkJRnlLsPns0PlUjMgmh5Ha2s9vlj8Lj557y3EwjGMHHckjjrq1OS0pgpNj9shdGYiWYLKyMsrTM5Tc6jJAfsBA4ahqKwQUrLKtQwThp5weq72+KS9xigVWZRqg9rtSfvfqk+BL2jPDDGJwUjYpaIa8EFWJMQjmjNSIcl2SWkZFsAYZEVCQk/Y8aGMIZhXAM53V82pKdpUfGkioSEWCzsxrbV122CaBszUDJFlOaF3pmlAVf3wJZtEsqSgsLAU/kAIiupzeu35oSLn/rR3NGPrplVOcywbuNdbtzjqqnchFgvbA8FaFKrqR1FRX+TlFaK5udpZWJYae/P7ggAAA3bJmDB0yFx2wsCcoAnLQkJPipKc3gOQbOsZqKxcjbq67cmpP59T/aVIhZ61tNQiL68Q9fWVkCQZWrLKHDfuBLvUTLYzJZ8CzmHLkyxpFFl2euf2WKViT1kmDHumSLLbjv48+4eYiNs/AJ1zyLLsjHOmjpEKBNFjGnQtAdWnQvWpSGh2h6eorBjBQD6aW2oRDOY7EwmBQAhSsmNkzx7tjlJSVR8SCfu7VFSfE1STMHRnnRRgt/tTzaoUkqQAyXa5LbMPDQ07EQvHkVcQzLQt9jmzctQu0LUEGht3QVF8yekxGboWQ3NzDRoadqKkpByM2TKl5rI5ePKLy3NkMoxEcpjHgJRaFsx5cihFcoJxreQSBzt6yJ/secaTN8xINhvsjgEDQ0FBCfKCBejoaE4OyfihqD4UFpWhpLQvON9dYhoJu30IJH8ACQMs2QZMbYagawkYCQNysiqWZAm+oB9Gwr4Of54fqt8HRdk9q6So9kyQrNhDUVpUgy/oRyAUgKTYyz0kRYYsS9BjOjQ9nmy769D1OPLzSxAMFkBPtiVTs0epsVA7qMWu/o2E7nxvI0dOwZnnfRuFRWWOkJ1nnexVABricbskTkXld7Q3o6m2PmvOuCdnXE+OVSaci+7bbwhMI4F4PAJZtqtURVHRv99Qp7qyTCO5fNa+yT414JR0mhZDIBCCmlxd6ffnJW9QvrOUNtXG6rzuKFWyAnbP1rQM9OlTngyasMc9NT3uVHf5JfmQVdlub3YaRLesZA9bVZwq3hf0Q/HZbVLVpzjSpUiVvqlFe7Ii7R6pMOxSOB7RwGQJPr8KI2FH8+sxPTlzI+8Tjpea0enoaEZLS22yJLeH3EKhIrvGSMZ2qqo9MJ8XKkoOzkuoq9uODauXo7W1zmlSGclevmkkkJdXhMLCUieMMfX9JQwda9YsQDwSz7gvgEvVOuccLfWNSCTsoAwOe1iipaUWUrKdZC+D8Ns7cRi6s+BM9fmdpbIAYCSDZFMBwomEHUgbSC2rTehOW1ViMpAcK05F36TakwUFJTjxxEuwefNSRCJtCARC9vx8tB1xLYLi4n7o6GhGRcVoqIHdu2tYpgVFtTsehm4HZtglnuxEHimqnCwhpeTQTHIxmirD0BNQfCpg2Z2oRDxhSyzvLidkVbZHBAzTWYjGOYekyNBi9mI5f0iG358HLR6Bz2+PAafavEaySs/PL3Hanalhp9SaJHtYSIcsW2hubgO3TASDhZCYHamkJleAAin5VUiybE+DJsd99UQcbW0NaG9q79GuJweKS3ICHR0tTvR1alzNWZTGOSKRNvh9QSiqD83N1eCcIz+/BJoWs+VMbgmTinhPlYqpCHS/P89eypGcUzZNA8Fgvt2OSs6uSJLi7OgRibShrKIMfQefg21rN0LTY6ip2YJYPAzTNNDe3ohgsABl/QYCgBNBBNi9b1m1252KKjvtQwDOwHnnjkJq+tA0LEiK7JS6gbwAIm1hJHRA9SmQkkHIhmE4zQd/nh9aVIOZsMVTkj14btpRUizZjJFleyGfX/E7AR1tbY1ONW5ZJhRZhc/nBwNDMFjgVPemadibmQGwuLl7eIrbm0xEo+1wYka5Zffgk8taOOdobKja744nB4Mr1XpCswfB7blyy+kJp5bY+vxBu13J7TXmqaCPWCzs3IDUDU9VS6mg4lQ8o5bsTCmKPafsUwOIJINKUhHfRiqIIzl9uW7ZMiT0BNo7mjFs9FiUlg5KBiIbsMzdN8lMmE5bEUjuy8Q5JIklRd0dNOHPswOAU9ORQGq3OxOKT3E6P6nmBgBnbj4VBB3viEGPJxDMDyJUZA/qq4FU9JI9K9XR3OGIV1hY6jR1Ojqa7cgiMOc6U2PFHBzRqB28kZr5SQ3hxWLt6OhocgKPCwpKEEguitO1mBPRJUmyHTcqyc6QW0PjrqyMebpScsYjcdTX73B6zwCgd4rmTu1DZLd37OCP1CCyaZpOdcS5BcMwOlU3kt0OTK7d1vU4gsF8OxA5EU8OLKsAEkgtYUh1ugwjgWi0Hbs2b8OIMRMRbgsnqzIzucbGgM/nhxpQ7d4oY06gBuccCS0BWZZgJiORUsuCFShQVMXpMNltSvt7SGgJ+AK7q0s1oEIKy4h1xCDJEpRkGzU1O8QYoMU0p02nqDLM5LBSU129vWOerCIcbkFhYRn69x+GXbs2OL3yoqK+KCnuD78/iFg8jO3bV0OWFbR3NCMvr9DpkdudQ9OJcwDsiYcRI45GNNqO5uaa5DSzhN3LsHcv4OvoaEa4NYzCPgUZ9caVklOLas5sTCqSu/MmVanZIXuuV4LfH0QoVNSppLQ3UrAb5KnptlQQrwzV50+WHvash9+f12l/IQWqGnBKWmeBGoBYtANLl30IM1kq6lrM2dHNp/pRXNwfsixDi2owdKPT1OLusD7TMJ0hLSfuUmLOlKQ945MMm5MkGMngYlmRkIjbJTOTGBSfAm5aiEfiSN5zcA7EO+wd8vIK8uAP+pML5xKIRFrt71aPweezv6/2tgaYZgKaFkVZ2SDk55fgyKknYuK046Dr8aR8FlTV5/TKU9PDqZK88zTm9m2rUFOzBYmEhlCoGD5fEKZpJoPAA1CTqzxjsQ6EWzMfTpf1klNS5OQabXsqza5qbBlSJWlKVnt5gQErYDlLcwOBEDo6mu1Vktx0BuxTU5+peXmfz4Kq2pHhkUgrggE7VjMabYfPF7RD8pLntbgJVfFBT2gYOHAkIu0dOGL8MPQdVIbIR+1oaqoCABQU9IGkSDAME5bFwZgPqk9BQjecjg23LGhx3RkSSq265KYFSVWSg+dGcnanUzVv2GOgzgZdMR2KmpoVsuMoI20R+PP8dvicaUGL2z/eloZGtLbWIy+vMLm0RIWuxxFNLvYbNuwolJT0R3FxP5T0L0b1lprk2iw5GVtgwrJ0p6bYPR1qOSMalmUiFfinJycrfL6gEx+aClbm3ILfn7c70DuT7mT8iHuhqLJdlXH7gouL+iEUKnTaQ7vnge3/V31+jBlzHAKBEEzTRCTSaktsGY583LKcGaHUzhupHddSbaForCMZz2mXaomEvdWg/RnF7mm21iMUKoZpGYi0huEPBTBo0Gg7L0xCvwGDoagKEvEEwi0dMPSELY5px1XqMXtbwlh7zGlu6HF7yMcfCtjDQBxQ1NT6cm4PISXs9mdCN+yOTcJwxjIl2V7KofhU5BeH4Av6kn9jd7RaG1qxcuUnaG6qhqZFYZoGIpFWNDVVwbJMTJ16NkKhIkSjHWhpqUM8omHt6oW7JymSEgYCIXtMVVaSzaVUqKKMYLDA3kyXMXv7neQUbmqfU3us00qORxdAlmREIq1OEydj7mT0aF3AOdDW2A57zbeJ1rb6ZHS75PxCUw1txhiKi/ph9ap5u9uMkuIMH6XWB8mKirKyCuzatQFKcl7ZHiSOOOtqUie3h03s6pqBwTATCAbzkdr2sLJyNZqaqrBtm4IzL7ocRSV9nMHplFSccwTyg3bspZZwSjJJZtAicfgCdtBxqDBkj13KMhJaItm7VhALx6AodimqJWM3I20RmEl55eTYpSTZ7c5AKODMPMU6ojASu5eXLF3yYXJ2zR4OSoWzpartysq1ziYKBfkl2LVrg1MTpErFVFWeWrGqaTGnY2RPUiQQ8IeSw3GpvUtlJybWHjkJOvfEMHRs27YSQ0eMRWFpYcbcybqclmmhvb3R+TJT4VqpNk4qNC7VAUrJ6/MF7QVrLOFMO3Ju72epx+KoqdkMAI7EdiS94cwAdR5a8fm4vc47ucjMLnFSPwoF4eQ+8dvXbMXwo0bgyCNPwfZtq+xZnYDdIzVSVbAiQ4vrsAwLjNkdFyNhAqaFtsY2RzBZsbd54Xz3VtpMskvZVJuSSQxmwoTqt5s7WkxDQPVDi2n2so9kvKicbBqtX77CnuK1LOiaPb7r9wWSa6jsZlFDww5nFWlD467kWiIZ+fkldvicoSMYLHBqHl1Pxi0wCZAAhdmFiGHuXtmZGjLy+4LJ+Ad755FUk0xODvBnuseefTmTC9BS04ROkAcYJMmuTlIdIcuykrM9diCGpu1ePx6N2ktUU7MaqYVmqSEYy9IQChVC02LO+GZqDj0QyIfPF7D3K1J8KMgvQVt7I+xtZ8LOkMjatQswcEQFJh53NAYMGozifsWQFQmmKQEJu7fNTQuK395gwTQs+FMzRskqW5KZM1skyzIirRFnqCmiR+ylF/LusDl/nh95BXbnLR6JI9IedTpMzGTwJY/fVNOELZuXJmel7OGo4uJ+ySCXmDP7U5Bf4gwZpXbMCwbykZdX6GzGEIm0oaWlNplvK7nld9DZqMG+b2ZyrZGV7Himhu8SewzOA/YKTl2LO2uoMkX25TRMhDta7F8hY070TOfNAVLz4ZIkIy9UCF2PJztEMlLFTOdNqVQ1AF2PQZbs7Ks+f/JLb4eaXIUpS3aTAMkZE8CeXcoPliCYVwgzuS7G7gTYQ1QtWhRffDIbp5x/PvJLCiAr9oYOlqEhmB+EnBxAj0fidhtR5jD0BGRVQSAvAMOwZ3zySwKAxcFkyZnhYbIEf54fiqpAj2n2lGcq9lNiSMQSkBXZDsdLrlsHgGhHDPFIHCuWzbV/5NzuLauKhMLCUuyorIOq+pxhoHCkzQmCTk3pRmMd6EiuEAB2B7pIkgyTcyiyvaIA2L2wkHN7MZ7Pl5cMxtGdGM/U3kypsV3DSCQLlcxuq5j1DpFlcRhmwhkMtzdkTS0lkJwocTm5k6+ZHPy2I7nt98PhFgSDBcnxyeT+SIw5KyNN00BRUd9OgQr2fLzdCTOSY5ZB9Os3BKNGTcWAAUORn1/ijOk5S2QlBdU1m/HhG68iHok7bUFZtXu5oaIQQoV5KCwthJIMfwvkB6EkpfX5VXsRm0+F4rOrOllVoPqTkw0Bnx3xrtjz7nmFeQiEAk6EUp/yPsgrzLM7RooMwzARCAWwZdNKNDVVOfuB2qWnYs+jSxJCoWKnU2Pvjrd7Fi6eDM5OBcDY98RKjpDYU5GpNVY82dwqKOiD/PwSZ9GhpkVhJPTk7JpdiiaSD3SQJAWq4rP3tTdyreQ0reRTK2TIqv2UitTCKwCQmL2pqiTL9k4elr27L5IRPvZyBAltbQ2OrKkYRTUQSC7BCDvDRInkbBCQHKRPDt6PGXMMRh053tlTfpQxAXXb6vD55/91onVSSxGqqzfj4w+a8ZWzLkdRWREsI7V9oeFEHqWGZWDZc96pUkMN+JCI6/Zzi5KBHJLM4JNVe+BekZ1gj0Rchz/PXi8VyrMj7O0vLRkUIkuo3LANmzYtcaSLxcLIzy/BxIknQ9djWL/+i2RP2S5RFVlBNJoMi1PsVZ9BNS+5/NpwAoYZs/csZcmFhD5fAAF/HpBs6uhazI4jTY5L715caBcAqdjRFM5OfhnElUH4VOh/WVkFCovKoCgqfGrA2S3O3pU35pQMsmwHHyiyClXxderd2+uO8vKK7KddpOI+/fbS2tSgvKKodgCDuXvrmdGTJ9p7FcGezeGmhYEjB+Koo05zfggAnKGVcLgFn378BpprmuAL+pKzQrvDyOwZItmZ605VcZLEAMmeR7cMKzl0Y38PqZLTnouHM89uzxrZEe+pqUzFp6BxVyOWLHl/j827CgpKcMJJF6LfoHLU1Gx1lmvYNZA9FcsYQyAQsicsrNTOHtz5PizLLjAU1Ze8D/bsXEe4Be1tDfawXKe2Z6qWs3eClpyqPfXDt7hp3z8zs/vOuySn3a5raNgJcI7CwlL4/AF7v8xAyJnDTgliP0AgKUEyrnB3KJdu/7J1+5ftPB8oOdXZeTvD1IjAwIEj7XHVhOG8looC6l8x0N7PiHNn9ig1e9XSUou66l3QohpkRXJElCQJwQJ7tiSh6c65UpFDqZ09GIMzH845EA/HnJLUMi1bcFVJ7nhsOevddS2Buso6LFjwRrJtbkGSZAQCIZSVVWDH9g2YM+tl1NdV7jG+m1qMV1zczxmmA+xZpNROHjwpph16aF+npsWcaC17jdHu/T2dSHvYbXZJ2t1eVRQVgYA9/945PDFTZF3OVKkiJ2Mlw5FWFBX1s7d50aLg3EJ+foldmiaHN1LbayNZAjgBB0kB7P04E85UZWoj/9T5UthtK19y/lhyhEz9+hNaAnlFeTjppMtQWjYIqhqAaRnOqsvUNoe6lnBiLVPjj3rc3qBWUmT4kkNBqUBjWU7uFgx7DLNziSrJzNncS/WraGtog2nYUfD2gL+O1rpWLFr4jr1dTjJMze/PQ15eIdrbm7BmzXy0NNc6e8aHQsVODVJYWOZ09FIdylQHKIXfb49Rmqa99DrVI0+V/gCc6WLOOYLBAmdmKJ6M2nLkT+7KkunOEOBCm9O+Mbt745Zl2Q15sOTy00JnbDK1vUo8HrE3PE2OnwESTHN3CWUkA4LtsdDdS1RT1V9qIy8Zdi8z9eWlQs0kZ1EZEG4Jo7JyDVTVj2OmnYctW5ZBkhX07TsYwWA+jhg3PDknbm9lqPpVGIax+4eSDIVjEoOp2RslSDKDZEngjO2xQ0YqqIMnlwED9lBOPBJHAHZp1drQhsWL30vuxWkPq9mxB3bplvpBp8Ld/L4ALMu+5tRUb+eI99QYcGrfpNQOzqlxytT3BgA+X9A5Tyr+IDUWan/3MhhTUFo6CB0dTdD1uLMvQGqNfybJ/ty6bD/kyR6E15zediCYj46OZsSiHfZWLao/2VuUnWk1i5vQ9ZizZkiRk7vKySpKywahqXF3D1aRVfj8ASd+M/WMS9NMYNu2lejX7wj0P6K/M+DNFRnxSByffPRqMnrcluX4U8/BuhXLsHnzUuh6DPX14zBm/NEAgI7WDoQK81FUVgjL4pBVxenNO6saE6a9ojLZ1pNl2anaU/+fmj2SFQmBfHsLbjNhABLDxnVLoWlR+JLPKEotWOOcOcuhfb6A0/5u72hOrlZVnOZRqhmUl1eA1CMSfb5gcqOEOAoLS3cP1QFOwZFIRO0HMugxJwAk1U5NtS85t5/BlJdX6FT/9haU9jaOmcSVkjMV7NG5yigqKgFj9oOsYMGZY/f5AlAUFbpuJj+rJqs3BXmhQkQj7TAtA/X1lU7vU5KkZHS9vWcmOJzNrVLLXj/77HXkryxGnz4D0dJSCy0ewdRp58JK7gzCwBGLhbFh1QqsX/+5HReq+lBdvQlVVRuReviB3x9ESZ9yDB8+Cf2G9AcAO5o9oCYDXCxngD0lYGrKE7A7UqlI+dQYamr8VOuIJ0t6Jbk9jwzp/9v70ua4zuvM5+739r5hBwiAIACuokialBTZcRx7nMTLuFJTU/MX50tqEsdT9mQ8I8dLUZI1dkQtJMUFkkiA2BrofbnrfDjvOd20JYuSALCl6qMvEikQ7Itz3/csz6K7WFm5gjt33hjCI1ASOE5KYIUA4QuIoerJaKnbbcE0LTTqe3DUPr3RqAp4m09bQBltqZOaAcWO7dHILhk0VvTz6UrCsziGfsS+myewW2cQ7YCrTrIxNWIKisY50XDZA52udCKhJUmiZnmJyNYwGsa2HERqFjc5OS+WKZl0QcAf/EOr1/dweLgjL8lHH72Lq9f+Do8+vo1MtohKZR63bv2K6t2E6Mu+35Vxiu/3EEYhtrc3sLV1DzMzZ3Dh0isoThWQRIROsmyLrneRkEkkMZm/zs8l6AewHJt0lSKS815evozq/iZ8VU+zRlEc06zWcVJqLksTBcMgsbFIrW7J4IGuYcu00Y4jWFYGum7ITl7XTSU80SOPJrUhG16MmJZN5rRJhImJhaf286xUl8kUJbF1XUdKCZIdVRx7Q8TkK/mGugHb9jA9vaykrkmPs6dEqQzDRLE4RTWjacFSI6d2u4amGpNQc6Rk/NQK0zAsdLtNFIvTBJjotdTJEiqlC3qr0ykCJtAYq0tKdXUyq7p5819QrW4hDH34AamKTEwskGaTgocFgRLkslzUDrfx5us/p22KPfCZpO0RPdooiujaDhUDwFG7eqUaYqiBexRGCP0QuXION176EVZWriCToeH64eEOdM1At9uS55RKZXHp0l/jlVd+goVT52juyyxTnzr8Xr9DO3WFNUin81S+KMZAsTgl5lrDNSiPj2yHJhK9Xhvl8pyAc9jem5FQmqYR3tMb/JyPIk4ECU9bmkBOP9/v4snWg4Hrg6oNWVG32ThQdaiNIOiJGoWhmiBCq5OQK5sY8D75zJmraDSq6PXaCHya5fEeXtMIgZPysojiCLXarqz4yP3MF3ltRt+4bhqOqq16yheTu1/LdtFsHuBg+wCTpyZhOTZatRZ170pS27RM6I6mOvLB1W5YBp2yoRJbcLJoHrYQBRGmT09j+jS9ZDsb24iiGIaho9ms4eDgCWzbHSCAdA0Lq4vo/LwhpY7YE6oalGtL3+/SRkf9fuD3pAmNo+QpfyWhwSjwchIzUp5YBf1+R+3uB3jQo1aeO5FrXddY+MoU0VM+JZOELPuAwVySRy3dbkNmcdlcCe12Q9Wflsw02XTVMm31Z8f47t//NzQPGmg2a0iSGHfvvikJZximbJH4Cstmikilsjg42H5qqO95GexsbyBW5K5hCgfVbvtwnBTu3v49JhZ+gDAMBQiCmEqQKICgoaTmtghc3Kl3UN+vk+hXykGSAO1GG17Ok2cxsTCB137+z5SUloMrV7+PxXNLCPoBDe7VbLVYnMbe3sfS2FmmLU2nrg/qfaoV6YSN1YjKMCwaEYUBSuVZtNv1p6YCDEekaQg1T47tqTFUIuJq/D2OKk6kITIVWLXZJOlmmmXm0ekQxIzpqAyl47eZEd6mSZaAnU5zSBAhlAaBrts+dJ3qoFwlBzftYNKYQm2nhmp1XjzYh7tUDRpiAIe1HULWQyN6rZ7Atj1VRqjKJ2HGaCRW07pGjQyTxj7NvyeJYsDQYVoG/H4A0zRhWgYe3r6Du3ffUB24B8/LYHJyEaZlojhdRKwQ+Loy7ep1W3j86A6Wzi9DN3UZ0/HGh2ktYeij73el6zZ0U9WkgYIMUk3q+z2ZebJMZLNZlbp4gPoaCFqIsp0y44qUXGI2Wz7y3Dmhaz0a+sAaPC+DdDonPJgg8oVRyf8/0yocx0McRWI+wKgZmampITH9gB24KQ/dVhdhP8BbN1/D/v5jGEqZmE9ahokRr8mTznW45uImKooC6fyjoVGNrhmwHVcBdXvotXuDU/MTgvhBfYX11AHYmJiaw61bXbiqNq7VdrG9vYF33/01Llz4Ji5cuwrD0PCt7/8YG+9/gCfbD7Gy9uJTTVXoB6QeojSnGIvAzndxHCGbK6HRqMKyNDFgACIBGjPKKAj64Fk6y86QCIYOXXk58axa13XZ0Pl+D4XC0VODj3/OqWvI5ycET8lJcnCwLVsVAIL1HJyKOsKoB011+AC96QyAiKKAygU1VG636+j32rj5u39VIxgDrVYNtu0Amo5IjUOCIEAmnUe311JJaSGfn8Te7sewHVfQNoOBNZUVNMg2RBiCHd0AJdTwWVhGXYOttN6haQj6PirzFaUnakjdSzeBgdvv30SlMo+p5Sk4ro31qxexEp4F4kSIdlFE3ka8veI1JEMSuT4+PNyRurDTbcK2PVrXJtFgPqtwCoyw4heVFhp0IwHkATXA0PpgBRMeNR1lnMhuPZ3Ki28PF9NRFKBcnsPMzArx1xWYoKecHlirJ1YGAQC9zVwP8lgpigK023VaURoG6vVd1Ov7QzWTiSSJBCQCkNjX3NwaTNNGJlPE6dMvCNBhWASMpwyMB2U2J9SQO4pIl31ubk0Euj414kQG871WF5Zjw03TJCKJIxwcbIFtDVn57q23foFesytemgBgezbpdvYHyidJQj7zuq7DczPU/CkZ8wGtwpKREaHfO7I148/suhlZY4qis+IcAXQgkN22Ln82M13d1NGLeZ1IcnqZtNogWGDhA0P5nG9vP6TBuQqe2w2DNxwnBddN49Spc2CcomU5SHlZWBat70zDImKWk6YT0u8jnSYbliRJhPmpaRoWFy/g3IWXEEUB6vV9FCcrWF29JtsUrt14n59OF6SRi6IQqVQWuVxZdfoe1s5feaZmQNeJ9qGbJEsT+gE5XySxAKdNyxbcZat1iLduviZmBZqmodPsolltEqJe1xEFEW69/qaoRbPsjmFaSn0uFogii0sYhgXLdqS+p88V/FmXHscRbEshlppVBEEffb8rzaEGmo3atod0/mhnnMBJnZy5FLKqm+MEhaap2SE7ZwSqg7dE15x/YEHQx7Wrf4fJyUU5EZOEFOhMw4Tn0eyyXt9DAtU9ZotYWDj3FFjDslzFVqzjo4fvyxThrZu/VKc1oW54T23bLlw3jeWlS4IIKpVm1DiMlNzOn38V2WLmmZ5DGIayxgSAXrsv1AjTskXjicEwhmHhyZMH+ODWe+RXxLwr16Lmqufj/rvvY+Ph21RqKP1NnjjQTDSW586ddyjTCqL7mqatrGxaamESKB6XC8t2pEzi5pPHeMyoTaVyAqg+yjiRhsiwTGSyRRzWduikGBol8coSgBTwqVRWUEemaWNl5QpS2Qz+8Md/k7UZ16thFFLxr+uIFUvRcTzkcmUcHm4jjkLlox6Qf6Wbxs7OBiWXusKajSr29x7DS2UVz91V2xcLQdDHe+//DiwpyEN4TdMxM30ai2fPPPNz0DRNeDaBH6Lf7aPVOoSu6ygUppDLVbC1dQ9xTNsvTqS7d97A9NwCchN5RGGEwA9hOTYsx8KF61dw+txZtA5bqB8eYGvrHnTNwM7uh0PTj4FaMfsVBUEfnpdVWAeIQKznZtBq12TpMGyTw3t9z8shk1EvWK8Nz8vgGS6Ozx0nkpyWbaJUmsXW5v0BsEPXlLQhO96ya26gtCYLyGZLWFq6CN/v4bX/89+Jr265Ss2DFHodJ4V2q4bKxDzq9T10uy2kUqQWUq/vo68G+3yiSFKH/kANGbHCg9I1WyrNIgh6spHh2pPJcHxFLi1fEtOrZ4kkimHYphKDNfH6v/+baOP3ei3Mz69jf/+xUJkZ0BvFEX792v9ALlcWq0XPyyKbLaFQmESpNI3S1ARmcnM4fXEVoR/i3jvv4cGDP6JW25XJB4nLZsTnk691XoK0modIpfJYWbmCg4MnODzclsUI2ROCNkq9Nvp+F5ZFpdrs7OqRzziBE1Q2Lpenh9DV1I17bgaW7aLR2KdrKaaR0szMWaytXUMYhnjnnX+XfThbwPR7bfHaqdf3YNsuqtUteZD1+h5qtV1RSePZ6IC+MbCCZnora3pGIc0hV1dfxUcfvTe4dpWIPyuXlMuzKM9+/tlev0MCsPVqHfv7j9FXW6dutyVSjJqmodHYR6Uyj3J5FnEc4cGD/yCwNiDLjCdPHlDNHsekn6kWHfPz61haPYvls+t4ePsOHjz4Izod0m+n2TJd736/K/6iUWQiiiLUa7uk0wkNnW6DiII8C1Wg7FAJ+kYRcb0m5iaOIkX+LE4sOb1caqgTJiqEplaXXPcsz5xGuTwHx0nh9vuvozokxe266adkoNPpAtrtmnTvlmVjdfUadnc/lmG77/eQS5OZ6f7+Y5mPMqSMVnC2jK54jtloVNFqHaJa3ZQlAI/BUqkc4ijE2tqNp0RhnyV0k3SXglYPe9tEzWUgbxxHePLkPvr9LhzHU1qjVNa0WodC7uOXynFSyOcnsLf3CK6bFplCw7Dw9tuv4cMP38XVq9/H2RcvYfnsOn79v/8F9fqejOOYNtxnhxGdBNH4RDQtF6lUHrEa3g+E0DTBLLB2/HHUm8AJKht7GQ8zMytgZVwi5ndRO9xR0K4mtrYe4O7dN/D73/9PbO9sII5Yic4e0FnV9dLtNFX9Sr5F16//EGcvX0EUBeh0mgrBnUGn3UBDebgPHHKJoWlZDmzbEy6TZTuI4hDN5iE2Nt5BFAbIZkt0BRqGQuD7KJVnMbcy97mvstAP0WnQSUwnHsMCTWlKLItozrwaZMdjgGo+UoYLJNFoQaAJap9dL5rNA7z55s/w21/+HAAwP7+ufOr59lI+ncp5OYoCqcFpfNelrZhG0xPbcuXmYkBynESYm1s98p06x4klp2HomJk5LXhE2/ZEe5N368ykdJ00DN2E7bjSHDFogTrEWADFum7CcdNot2u4+atfoNGoSiIHCvLFWxDPy8m0gIG0ZLlHED1C71gyVrFUI8VJZDsE8r14+ZUvVGNpGjWH7UYb1eomnVCKxcgjpSgKkckUce7cX6FYnIJtezg42FYdtKGIa6GYPnDCQqHy2asSoGbl8eO7+M0vf4p8voJstgzDGHgMDaYDifp1X243TSPl4kT9w9qpPI7jE3Rydu4o0uMT40S9L8vTk8jnKmg0DxShLIZlseTegJjmK8Ia+iSXzbt10uwxYSkTALYnjKIA7777G4W9VDRWNbRmMS8+DRiXCdBWJJ2mBQGUExqRumx0Ok34fhf5/AQs00aobLbn59eRLX0xPaAkIeXj+3f/iCDwkUrlSG5RTRcajSo6nSZyuQpeuPES9h/v4803fqbWjfSy8c1B9oCkA1AqzUDXDYWyCmBZJHDA5L/NzQ+QSmWRyRRFjEvTdDHJAqAmJ/5TnT1PUwAo2xuy12GiXKk0i3Q+/QWz4bPjRE2yUlkPc/NrACjpbNvFzPRpFAqTAjIgIEX9z2imlJgKcWM5atziyXUTxxFdQcq70XHTpOujSgMS7zJky0NyODo6bRIZC4LeELJekeli0nlqKRcz07Rx8cpLX3hsomlE9agebJG3ZRSi22uh2TxErbYnM9zDwx00D5qYPDUB03Jkv89aRfSCunLq9ftdFAqTqFTmBiooKjFZUa5aJQFY102D/dVJ54jALNwwcS1pWa4sO9iLPlSGrVEUIIwCTE6eOnJqxnCcaHJqmoZSaZauTAWm2K9uquuCpbWHXG5VR04GVixNTfztKAzg93sCrzNNC6ZCeXNdFEWBWMB0lRsZJ2EYDeRv+v2OOsUd4eyYSj+IwBCkTDc3twYv532psQk3WboSmg3DAJlMQXjmNBwPxRnOcTxZMRqmJTx0IgVGSoO0jo2NW9RYqbKHEEk6WCii3a6h221B103YliPPiZFGrOhn2y50w0C325SbjD3dU2rjFoYBcrkyFs88+4z3i8SJe1+WZkrIZstgP3Q+oQDmp9iCPtI1OsEEkgbIzDEBjYno7Sc/RwBot2tSTzFWlBsn3TBkUzLweoylzkp4+K2Q5KXyrBKedeH7PSwun/3Sn5+tbujvN8CO0jiNZr6B38fmhxtoHrYwPbWMhYWz8DwS4oLUfOwEPPBcr1a3AEDt0wc+7Lbtii58v9dGqTyrrv5QPTva8Vu2I7/GX8vsT8uyRR/JcVJYWrx4LA4aw3HifuuOa2Np6QLu3ft/qu7pKeiVUjFTazGAFIiZRJWoJgiAaPYAkOufLE16SKcL0tEylpFJbJysDNuLogidTl1Whb0emSVouo5ut4n5+XUcHGyj02kgn59Aabr4qZjNZwleIzJZjj4PncyOk0KoRB3CKMB77/0OW1v30WrVhN2YyRTkBgAgpx1AggeM/IqTSMQQ+DmxdCQZHFSwtnYNr9/8V7Q7DanB+e8Y+P0h41wqjfwoAjRqXC3LxtLal39RPytO/OQEgOVz64L/MwxLca8juW5N5TnJJylU5+j7XeK6DJm62rYng2vPy6HR2JfyIEliUqBT6HlemfLXplJZRFGkdubTAPi6JKDFw4f/IevKdDonyKAvHLqGcmlWWJxMnNM0DWHgIwh6sq/udptoNmm1aegGkjhCEPjC00+gSH9I4AfE8QdIISUIfJlk0NfTgJ1vk/fe+y0eP76P6zd+qIxqBxIzpmGJGS5L1URxqFitdCicPfvysVkKPvW4jv07fEKYpoGLl1+hUU4UIkEi3SCjfXjUw1bKnIRcoA/TPqiWIoqwraS5dd0gX0e/L9cRMDhpfb+HtbUbmJ1ZwebmPWxtkRjtQHmuq3x3KCEnJxa/PPU1TmA7DgzTgh/0KRnjCFOTSwLDM00bqVQO5fIsHJvKiV6/g57i7LA4V6ic77geDKOBKK9I+SjBM76ZAGqUdF0XBP7ly3+DXK6CXK6MmZnTsB1XVpsA5NkbBn3fcnkWS+trX+45PGM8l+QEgNkzc1hevgQoWecE3Kk3FVAjHCBmNE1GT0yEi4dAGKZpwe+TpmeoqMTcHNA8lJKMdJBs6JoB10nh0aPbSGcKBNNTMDVec/IPk+u3QnniswHFzxBeNiWfiVFS1YMtUdmII3WDhAGimEUVDHXN9sSCMUli9BWJT4DBavTDf3/2eer3O08Jw+oadei/++0/4eHDW8jnK8Qmre2KkAPbZPOVz/jOlZUrQnU+7nhuydlutHHppetUaKvEGC7GeVBO/jfMDFSztVROOEfDSnVcmzHqhhovuuI9L4OJiQWwAEO/38XOzofY23sk80Aehg/P/gzdQKk0g/xE/kg+t5f1hM3Jn5cBwwCkZGGRCYBOeV7Jdrst6IpJCkC2OgDhP4dFLMIoEB4Rj9/iJELf75KldRRgd/cj1Ov7JG4BkJiCoqfEatzHf+bs7BksrC4dyXN4lnhuyZlEMbKlLF544W8QK1m+QmES2WwJQeCr1aIrmxCAqBxJHMFL5aTLpSvclDebUdvT08t49dv/WbCHtdouDms7MrjWFUax02mg02lKPcYjKD7VwijEysqVz4U++kthGDoqE/NPDbtpY0bYSc/LYH5+HQBTeQdSN0SNCBExAVCNlhjppSvLaR6H8alvqQkIvwium4ahVsjsA8WwRV3JT+oalUVh6CMMfJTLc3jxxqvHtqr8pHhuyQkAzYMmrn7vGkqlWbWVqaPR2Afz3GlL0yOWnxqjdHst1Ot7ANSKTSly8MiD3/RKZR5u2kW5PIdyeRael0HKI4cxritZTYQbIG4qSJwrEIGHqVPTR/aZNU3D8spFAFQT0hyVTWPp1JqaWkIYKvdi9WICUFSTWNa/npeBrq5yBsUY+iAJGSLI6Hiu48PQRxQG4qYRhj4KhUnoukEz5CiEl8pCNwx4bgaul8H5iy/D8T6DinLE8VyTMw4jHG4f4Hs/+UepCS3ThmW5Cq3kCsvPth1cv/4PcN20jIN4kD8siMrS0xsbt/CrX/wTNjc/QKNRVSavHRnlcG3J3Sx39sXiNDUAquZcW7sOyz7aiVt+Io/5uTWYhiVuaOxQkUrnsbn5gZo+ZGU4z1LbAISDb9seMuk80umcyCQGQytI1vRMpfJKNS+n9OM1pNJ5eF4GbIVdq+3SVCBJZKXLNev6+nUao51wPNfkBAjfaDk2Vk5fpgcrymaJMCz5JLj19mvodlviuxMxLSEa+BnxVZUkCVrtmmjL93otBOp0oTGOJY2XqZzMut0WarUddbWHmJpaxNTi0Z2aHLquYfXsVZgqUdj9zHE8NBpVbG7eQ7tdQ6fTkCUBj50Y2d7rtVGr7SJOYly+/LeYm1tFEPrS3BmGiUJhCsXiNCYnT2FiYgGrq9dQyE/SCxoSMZAhhN1uC4XiNBzbU+tRYq3OL5zDyoVzxwIm/szndOLf8ROiddjEK//wHZTLhHARhTYla8jwulab7F6Y5MYNBYt7cRcahr5QHFhOkXGhlmVjcmIRSRIJFbfXa5PHpkHABs/NwDQtnD794rHtjotTRUxMLCi86KAJ4/0+01l4GwRAbHEGiP4YnU4TlZkp5bBhw/NySKWy8Lwsut0GdnY2sLOzgdvv38T9+39AoTiFs2dfgmUPrmjexPX7HRSKUwiCnlz15164cqJ15nCMRHICQKPawNUb33lquJ5K5RAosAFdNzmEgS/dLhf5vCWJlIiqrhkyMur12kK10NRYKU4i5HMTlIheRsDMAATvOTt7BhMLx4PwBtTpuXqVRFoVp5zGSIEgp7gm5ekDADVeswQZZJk2Dnb2cHDwBKZlS406NbUk1F+/T+Ogfr+DDz98Bx9++K7iYRFLgBO1Xt9Dq3VI9aybwYVLrxz7ivIvxcgkZxLFyBTSOHfuFaTTeRmqD++I+/0uvFT2KZwlqaG5MnAOQhL84g6X/c2JbkzMwb29R3C9DCqVObXLN9BoVGUAbdkuzl64dqyIGwAoz1UwO3dGcalMueapyTPUrNcVLtEwSS0MA9Jvd1zcvv26dOl8RW9svA1T1aWR4lslcQxdIynEdqsmsEIGltgKTGyaFi5c/BaKU4Vj/fyfFSOTnIDqZM+tY35+Hb7fewoFzrPIXq+NVqsmAFkA8Pvk1w6NGiruarmpMU1LBFDJ7LWOanUTBwdPABBthDv1OIpw+vTlI/Vw/LQwDB1nz98Qk1QWYmX8KendE6GObRj5pWRlYWYRUML6soDQNB2l8izy+QohuxSEkOkY6UxBTkxSnnYRJ7RWvXjxrzF7eva51JnDMVLJCdBqc+3iJSwsnBWf9FJpFoZhIperKN54LHWpZdnQDeLUJEmMIPTFt9EwDMzPr6NQmBKrwSDoiZZ8HMfodppk4Go7BF/LFrG4erxQsOEoTBbUy9ilLZkayGuahp5qlDw3A8uypW7m0RP/ezZbEntAZppyfUrPdKAtH0UBev0Out0m/b76M9iI7MbLP/hCFJTjiJFLTgBwPAcvvvwqLl78JnRdR7tdA+kXDQzsiXLBmEQfbdUskc1yhvbX/Z5I8+m6SXA5zZBVaBD0aUzluNJ4XLzwrROd5+m6htVzL4ojBiH/6Xo3FAktTmJ0uy1xWDMMk2pLBcTgbp9PXcajJurreOwWBvT8kiQWLIOXykLTaLb6V9/+ESqz5ZFITGBEkxOgE3TlwjncuPEjJTVN+j6Hh9uwLFtAuHwV2rZLrmOASkQDmWwRpeIMDg62hNbAloSmaSGTziOfp8YIAK5c+R5mV+ZP/LOm82ksLV0UWF+sVrOm4jP5fk9xqjyxl2ZDBwIbN1Cv7coQXddNuG4GuVwZxeKU4ASgyGsAUWF0BSfMpAu49vLfInOMlIsvEieO5/w8oesappemkMr+EHff/wM2N+/BMAwBFouXZjBw6CBmZyiAhffe/y0AyLyT5PqmkM9XSFqxvoskSXDh/Ddxam35uYxNdF3Di6++jHp9D48e3ZHVKZUqapsVhwpe6CkBs3AIvRXIHNQwqJt3bBf7e48HwhNtYl6mUznEAlLWMTGxiBeuPd+u/NNipJMToCYpX8njxZe+iYmHp3DnzutDEDnqaOMkUnaCSnxKcbuDgJxuSewrkpUklQkhOp0m0qkcvvGNv8fU4tRzm+cBQOAHeOU734f/v3rY3f0Ium4qwQVdEpH45jYaDRLhFR90JyVAmTiKYDgpJEjQbBzQgkGxNDVNExxDHEe4cP6bWD6/9lw/91+KkU9ODtuxsHxuBROz0/jo/l1sPv4ALSU+a6oxka6ZhIEM+kPePL7oyQdRgKDvI5XKwvf7cBwPV77xPUzMVZ7vhwPEAvu7P/4v+PUvfoatrftwlGEA01kIy+oSJtMwZC/PNSIpdxDVud/vKKfmYAC8tlzomo7J6VM4s3Z1pOrLT4qvTHJyZPJpnL96BadOr+Fwbx+PHt1BtboJ180IJ56FWMljp69IbF0BTbDz7o2Xf4DKF5CUObaIE0SI8N2f/CP+70//GY8e3ZEpBADRwpycPIV7H7wlGzKmfPB/h4GvRHXZ9lCDaRIIZv3cdZRnyiN7Wg7HVy45Abrqs8UMMoU0pk7NYvfRE3z88W1iNvZ7sGxW8nBhKj52pNTsPC+LxcULWFpdPxGqweeOOEGv1cVL3/5PWProEl5//acAqMnb3t6AY3vY23skg3v2t4TCvLIHkakZArerVOaxun7tK5OUHF/J5OTQNA2Oa2NhdRGzpxdwsH2AwyrJ27TbdXQ6DWSyJQR+D1NTy6hU5jG3dGoki/8/DcPQsbB+Crb7X/HO27/BkycP4NgeUS4ME0Gg4HGmBcty0O02pdsfRiItLK6hOFX8SiUlx1c6OYfDMHRMzFWkfoyiWLQwacVpjXR99UkRBSEqs2V8a/LH2Hu0h8eP74oxFc1FY+HXT00tIZ3Ow7E9FCuTyBQzsGzzK/eZh+Nrk5x/GoahH/tu/KTCNA3MLE9jemkKURQj+RN6sqZrOA6TqucdX9vk/DoG6YQerfnpKMfX42gZx9cyxsk5jpGNcXKOY2RjnJzjGNkYJ+c4RjbGyTmOkY1xco5jZGOcnOMY2Rgn5zhGNsbJOY6RjXFyjmNkY5yc4xjZGCfnOEY2xsk5jpGNcXKOY2RjnJzjGNkYJ+c4RjbGyTmOkY1xco5jZGOcnOMY2Rgn5zhGNsbJOY6RjXFyjmNkQ/vSNs3jGMcxxfjkHMfIxjg5xzGyMU7OcYxsjJNzHCMb4+Qcx8jGODnHMbLx/wFtEdRTsbSX3QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x2880 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "tmp_2d_img = get_segmented_lungs(img2[200,:,:], True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, Let's transform whole 3d image.\n",
    "\n",
    "Remember img2 is resampled:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "img3 = np.asarray([get_segmented_lungs(im) for im in img2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the result of a single slice of the resulting image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.imshow(img3[201,:,:], cmap=plt.cm.bone)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compared to first image which was:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.imshow(first_patient_pixels[int(201*733/366),:,:], cmap=plt.cm.bone)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well done!\n",
    "\n",
    "Now let's go furthur to the next step of preprocessing.\n",
    "\n",
    "# Normalizing the image\n",
    "Based on the image below (which is from [here](http://radclass.mudr.org/content/hounsfield-units-scale-hu-ct-numbers)), we don't need a big range of voxel values.\n",
    "![hu](./figs/hu_values.png)\n",
    "\n",
    "It is pretty simple, we make a bonding on voxel values to be inside [-1200.0, 600.0] and if it was out of the bounding, it would be decreased or increased to be equal to 600 or -1200.\n",
    "\n",
    "Then we will scale values to be inside [0.0, 255.0]. It is like a tradition in deep learning applications.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(image):\n",
    "        MIN_BOUND = -1200\n",
    "        MAX_BOUND = 600.\n",
    "        image2 = (image - MIN_BOUND) / (MAX_BOUND - MIN_BOUND)\n",
    "        image2[image2 > 1] = 1.\n",
    "        image2[image2 < 0] = 0.\n",
    "        image2 *= 255.\n",
    "        return image2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "img4 = normalize(img3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img4[201,:,:], cmap=plt.cm.bone)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zero centering\n",
    "Then we will zero center images. But it is not per image, it is based on the mean of the whole dataset.\n",
    "\n",
    "After some searches, I found out that the mean value of Luna16 is almost 0.25 (before scaling to [0.0, 255.0]).\n",
    "(This is another tradition;) )\n",
    "\n",
    "**Warning: Do not zero center with the mean per image (like is done in some kernels on here). The CT scanners are calibrated to return accurate HU measurements. There is no such thing as an image with lower contrast or brightness like in normal pictures.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def zero_center(image):\n",
    "    PIXEL_MEAN = 0.25 * 256\n",
    "    image2 = image - PIXEL_MEAN\n",
    "    return image2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "img5 = zero_center(img4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FTpLGvPLKd4hjgSRUVZ0kCauSWFE0JuM+hmmhaQaT6UAMLoCLF0+gKAqe28BxG+R5iu9H5FnG1B/SjEVCsyyHznIbioI0ybBcMXuIgqvzhjzLUTUVRVVI4pRoZ8Deo3upd36G6XDKxRMXGA626fY22N6+RLu1xNQfkWRxNT/QNIMwHFQbg9GoS0GBoqggNwlFnpEVGY5TYzjcJc8zRqMujeY8tXpbJsccz22QpjHd7kDODyx6vU3CcIpluZw/f5wTJ77Ht//iT3nkQx/n0V9+lCOH9rK602WwNXirT6u3PP7KJFAUxXcURTn0nzz8KeAD8t+/DXwLkQQ+Bfz7Qux3nlYUpaUoyp6iKDZ+Ykf8Dok8yxnuDDn74lleO/E821sX5QUseuVGY548z0mSkCIu0HWBwMuyhOl0UFUEmmagaRq93gaW5ZLnadWjF0WB5QhcwOnTz3H8+LdYWTlCkkS4bp3RqEuSiEl4zWthGJZMPlN8f0yWiaFYHIWgKGLwZtkYhs143EVRVHx/RJJEKIpCp73McLRLksayJdEoClGi53lKFE6JIp/pyMewTUzHJIkEQtH2bIY7Q8JJgGZoRH6EYRm4dRenZjPqjZnb08FyLRpzDXRT59XvvMJotItumALxOBnIkn5EozFXJcZy8m9bLpPpEEM3q81AURSMxz3CYIym6SIhApPJgCxLOH/+eJV4y0Gp2EKIzypNYzGnMW2Gwx0+/wf/hq996Q/44Ed/kZ/9+5/EsS2213bJ0uwtPb/eyvhxZwJL11zYmwhzUoC9wJVrnrcqH/u/JAFFUX4D+A2A9vzCj3kYb09kacb62XVef/YUp157mvG4i2175HlOu72Moijomk6RZzhOnW53XYJ8fGzbo1ZrVyV/UWTkuYIu74BZlhFHA3RD3LGSJIIiJ/BHJGnMpUsnyPOcubkVGo05bMvDq7XIspTJpI/j1Gg05un3N9F1E9N0sG3BL0jThDxPKYqcdnsPw+EOurygiqIgzUT7EMchhmGT5yl5nlfHvLu7hmV72J4NiAswTzPSJEM3NEzHJI1TdE3Frbt4DY9gEhD6IZZrMdwdYtoWiqWgqipH7r8Zp/GL7G5ssb19iSAYs7x8E57X5NzZFygoSJJYVBpxQKMxR0FBHEcCPZmlZGki5ixy85EkMYZhYpoWquqhqiqGYTGdDDBMq1p/6ppBFAfU62003aDbXWNh4QC1WovBYJs///y/I00yPvprH+Xo0QOsb3cZdUdv52l33eJNDwaLoigURfmRu6eiKD4LfBbgwJGb/4vqvgZbfS68fJ5XTzxBEAhYa5ZlFEVGt7tWlfm6bnDstnejynWYYZhy4CWGbUEgyD6NxjxpGpMkEZblEsdiOJXnOYZhEsghmSiVVeJY9Pt33P5emvNtQj9kffUc29uX8adD4iSiXu8QhtNq0FartWm3lxiPe0ynQ/bvv43l5Zu4fPmkQBnqZoVMFMcmhpmGYbJ37y0s7tlHkkS0WkvM750niRKiQFQQpmOiahq6XmA5FpquiSHbJMAwdXRDI5iEmLaF03BI4xRNU9EMDa/hcSQ/QpY8xPblHQ7deYjXn3md06efFZgJ0yaTyXQ06uK4dShCgnCCZbkYTo0sE1uAPM+I45DRqAuIyqHX26QoxDalKAosyxWALE3DdRsoiobvi89BUZQqKR44cBuXzp7mn/6Db3DrsYd58GMPcuTuwwx3h3/ttgk/bhLYKst8RVH2ANvy8TVg/zXP2ycf+2sReZbjj32e/ovvcmX1NRRFwbIcwnBKkoTYtlclA9dtkKYJ3e4GzdYihilgu+Nxj35/g1qtjabpGLrJoL8p+l2UqhQ3DJskCTANC9epE8UhRSG2BEVREAZjnnzq8xiGjWFYvOtdH2dt7TTT6aQq8xVFQGjLhLC5eaG6CDY2zhHHIXEcoOsGWZZBlpJlKaqqUq/PoaoqcRyxeuUUzeY8N91yG509HcFjcEwxuItTbFdUBoZtkIQJ/shHVUVycGqOoDpnGU7NIfJF4kjCBMM2sD0bVVdJ45S9lomqqSzsX8AwLFRVJQgn6Lp4rSxPxWxFUajX5kiSkOl0UF28JVaiKLLqvbRMmzRL8f0xpmnTbC6gacYbMBOdzjJbWxfJ84zhcAfb9lhZOcrOzhU2Ns+zsXmeF1/8Bvv3H+O+9/4Ud77vTizbZLAzfLtOxZ9o/LhJ4EvArwL/XP79xWse/0eKovwhYiA4/OswDyhyQbeNgojnv/YC40mfKPIJwymu28QwbDRNkwkgQNdFvx9FPjs7l6/pqzPqtTZplkj8e8Z40q/WWIDAEGTlflyg+CaTfkUcqtc7pGlMEEwqYM3Bg7fTnG+Q5wIXIKqLOUbDHXHRBBMMw0RVBIKw3V6i398UbUVnD1NflLlZlspVnWgdwjDCshwMw2Nt7QynTz9LEoccOHgHv/AP/46AKGsqwSTAa3qE0xDdFKeUoqlkaU4aJwy2+9g1B93UCSYBuq7jNl3iICZJYqJ+hGGJGcOkP2Z+3zwf+thneOH732Zz8wIAmqbLliut2ps4CkXLY1gkaYxpOqiqKvQXJEYiTiL27r2F3d1VptMB/d4mpiXQk67blBgGMccxDLtat168+Cq7u6sVLdv3R5w79yIXzh/nhSfu5t0f+QDHHj5GFERkSfpf9Cbhh1kR/gFiCDivKMoq8L8gLv7PKYry68Al4DPy6V9GrAfPIlaEv3YdjvktD01XSaKCJ77wbc6ceY5M3jEVRWE02qXIcxy3Ts0TgyyKAstyaDTmiSKfVmtR9LGmLdsCmyQZUxQFum6gqjrNZkui3RI8r0We59RqbaJwSp7nYsAXB+zursrpuV7h6+9+6Kfob4jvpSiIwik7cnBmGJZ4TH7dbu8hTWOazQXiOCCMxNai015mZ3eVLEvx/ZGA7OoGSRIDomLIsxSAbneN0A+J/Ii5PR0UTWXcG2M5FkmU0Fpq4Q990iQlCiLmVubxx74YFpo6WZoz7onf3627pJIKHE5D7JpDHMTc9+H72HNkhePfeYGtrUv0eutMp0NW9tzM1B8yHvdAUcjzTP6eNpZpE0ZTFMQAsChyijxnNNyRF7ctgFRRQFHkqKpOlok5iePU2dw8j23XBPAonF5TWYj3WXwuGRcvvMzr//L7rPzJzdzz4Ps49vAxOsudN2xI/kuKH2Y78Lf/kv/60A94bgH85ps9qHdSqPIEf/JLT3D69DMkiejddU0X6DTLJQwmqKqGphuixDcsDMNkaekg5869RL+/RVFkaJqFYdjoukEcp9UKq9Hw8P0x+/bdyu7uKv3+FrpuYJqizBbPF3MAXTdQFRVV0zl48A5qtTb7btnHE1//U+I4RFU1DMNEQWEyHdJqLRIEY9I4wXMb2LZHrzckz3PCcIrnNUiSED8Yy0FgRpJEpGlCvdYmjncIgoBarUWKuCPffPP9pEkmuBC6RhyI4Z3g+heMdkfU2zXG/QmaoZMmKZqm4dZdwmmIqhWYjkk0DVFVwXKkKIj8CMuxQIc4iOmsdHj/L36QcBrS3+wx6o3RDZ1nn3icfn8LCrF1iZMIXTfo9TcBJPrRIc8yCkQCdJwaaSog0CUWQtcN6vU2k3GfPM+wLRfDMOn3tzAMk5WVo6iqytraaVRFY5z3xBrVawGwsXGe7lfWePGZPdx+57u578P34dad/+Kqghm38j8Tmq7hj3y+98Xv8PrrzxLHEUVRiLK0yFFVQaZxvQadzh7ufdf7MU0xVY/jiIsXX0FVVRr1DseOvbsS/yiKHMeucfjw3ZimXa36NjbOV6AdQRW+ivc3DBtDrhnjJGI6HZBlKX/zf/hbTPoTer2NCj4cBBMS2T6kSUSaxuiagarpEoIcYlmOhAlntFpLEptgUBQFjYaYB2R5KjQJnBpJEjOdDlhZuZk7H7kHVVUxbYs4iAkmgcThC2GP5kKTogDbs9FNXa4QLdJY6AW4dZfR7ogszVE0FcMy0AydxlwDRVUY98b444D+Zp9Rd4Tt2XT2zHHTnTex/9b9HL31vmrdJ4hRWkU+0jUDXTdx3TqW7aFpOlme4ftj+XtE5HnGeNwnSULiWCTAD3zkl7jzrkdJ5Doyz3N2d1fx/TGGYaNqmmjPLJfpdECapUJ/wfbY2bnCN7/xB/zhv/wsx7/1spx7vA0n7I8ZM9jwXxJO3WH97DrPf/05XnnlO6SpuOsDb+DplzvonZ0rPPO9gUS5JRi6OAt03WQ42mHqD4WwRzBC183qDjWdDvG8ZtWXBsGY+fl9OE6d7e1LpGmMpmpiYGhY5HmGphkEwZhBfwu35oheXDfwJFbANC0uXz4lV2uhnDOIk9Y0HYkiFBuINI2ZToccO/ZuLl9O5UpObCB0zaggzqZps7R0Ex/6xU9ieba46BWF0Jc7fM9iOpxS5GJTkqdZdWGHk4CiKDBMnf5WH9uzOXDbAfIsI5yGODUHfzjFqlvkWcH8vnnCSUBjrkGe5cRBTBon1Np1nLrDvT99L5PRkJePP15RrxVFFfBqXRPaC3JDoCA+o5JBKWYBos2q1+fodtcBqHfqbF6+It4vOUzM5Eq1Xu8IvILkJpTIQ9etVwk1jkPW18/R/dMNtq98iPt++n7aS+3/IjQMZkngB4RTd9g8v8lj/+HPOXPmeYoil0M3scdXFAXHqVUT6SxLGY97pGkMIOcFanXnV1XxbzHcs4mjEe3OMjfddA/d7kaVTMRkXhB8PvRzv8B3v/qVqh/Nc9GPb2ycJ4p8TMOm3VlmuDvk1WdeIMvSaj3Zai1Sr3fIMkFSyrKUZnOB9zz6SYqiYH39DFmWousGjlMjSxO2ty6yb9+trK6+znQ6lFz9QQU7vv329/Dgh96DXXOIgghd1/HHPrZno2gKlmNV0mimZTANEyBlsN0HQDd0TMfCihI6yx38kVjT1dp1wmmIZuiMuiPchkcwCrBciyzNyNKUyWBMY67BYHvAYHuAqqk8+ks/jVur8+1v/hFZUchhYUoSC5RjJolaJcuwfA8dpyawAkXGzs5lVFXHNC2+/sXP4blNQTbKUqLIl8SruMJ0KIhZTEkCm06HWJZbwcHLz/rUqaeYTgfc9sA9HL7n8Dtew+CdfXRvQ6iaysVXLvL1//gF1tfPSBKLgip575bliD58362sHNzP8eeeZDodyDVhhOc1ASpUX3kRLywcYNDfRNV0VNsjjkNMqeOn6waGbhJGUwzDxnXrTPpjwmBCFAdQFBimLecH8xSFwNQfvf1uVF2TlN9Uyo4F+P4Ix6kTxxMKybL74Md/gcP3HObJL36PhYUDhBL953ktBoMtwmjK+vo5ecKrKEqBaTrs33+Muc4K7/rYw5iOSTC5SrDRJTLQ9mziMBZ6gJpGlubM7Z3DH/rUWnWiICJNUmpWjbk9cwQToR+gquIuPx1MaMw1qHdEQlg+vEx/U1QMeZ5jORbBJESR8wPbs9AMjaP3H+XpJ8WFJzQRxCwgy1J0xSTPs6ptKMFa0+lIzlU00izBskwmkwHt9h4sy6lWuyVuoygEHkBVhWgJCP2CoijI81RSoG35HFFt6HrImTPPc/78cd7X/TT3/vS97+hE8M49srchirxg1B/y+Be+zOXLJysUXzlNNgxbKvNEnD37At3uOrpu0GotYhg2g8G2kMBy6uRS5ivLUqIoYDzukuViUJXnOY3GHJtrF8WqMZhU4BWA3Z1Vnv7O1xiOduQwK6pKelXVsCxHCGxmGUmUiMoDRdKGNZFgJCBJt0wefPBj3PvT9/LY7z3GyZNPVqAaRVHo9UQlMp0Oq42D5zUJgjFzc3t45GNCkQfArTukccK4P6HermF7NsEkxLCMCkIcTkN0Q2PUHWHaJqEfkqVZJVE27o2Y2ztPmqRiRRjFNBea8v/GAlcw9mnMCZWkyI/IkoyF/Qv0NnvkqWApjnZHuHWX5eWbuHDhOLbt4dg1HLdBr7cuBoaxWCEWec543KuGrUWeU1DITYFPrdYSYib+iOlkQEFRibs4Tg3DsKtKTpO6Bmkq2gJBd9aEZJuEXws5t5QkifjW1/8jmqZx16N3vWMTwTvzqN6mSOOEZ7/yHKurr8sLYSLlulRUVeraFWLwFsq9v6AGB7IXd6jVWtVdtqwChBSWGJqlaYKmiQtt6o/krj+u4K3D4Q6qqtHvb2KaNo3GPMPhDkkiRDdsy0PVdNI0Zrg7IPIjAUeWZW7Zovj+ENN0eN8HPs3RB2/hu3/8BE9+9wtyc2EzHveq42nUO3hei+FgG90woSg4duzd3P7gvczvmyfyI1kFiMTh1l2SWLQnmqGRpSlFYZClohJIkwzTNsnTHN3QyZKsQhF2VuZIk7S6IAzTYDqcokqosWEbqKpCHCXEYYzt2diezdalLTRdFSCl7Gprdt9PvZf19TMkcVSpIimKUgmpFEVOvdYmk3BpEPMVTdNw7Jos/QO63TXZ80eoquBMlHqOJWNTEMOaFTipfG6ZIMoqsJzvCGr0mGe++zWiIOKBjz7wl+owvJ0xSwLXxPlXLnDixHelXHdAnl0tJ0s2XhQFKKqKbpgVW0/XdCFikWWMRrsAqIpa0WPvuuv9NJtznDt7nJ3dVcZjIeRJUYCEtIoLd/yGpJBlGbVam3q9I9SB43KVJ3peTdMxHRPTtOn1NqjXOywuHsS2PXZ3Vzly5F4++usf4/Hfe5yvf+X30HUx/R+NdiUGQIiLDEe7jKWUWblVeOADP0WtXROVQctj58pOxQUwnaty5Iqi4I+ERoDXrNHf7lNkOXrNIUUkCrfpEox9nLrLuDsmz3O8hhiyTvpjkHfPKIgEejDNBD+hKNB1Dc3QWT60RG+zL5JeEGHaJrWmx8HbD7Dy1FGuXDlFkkRSnERcoCVJazIdvqE1syxBMvKl9kCJyRCSZLZctaqMRl00TXsD+UgAua5KrBVFTs1rig3EdESchBLtqFHkopUYDLf53ne+SJZmPPTJh95xiWCWBBBs2qKA55/4Dr3eOq3WElmWkiZXpa3E/l3c7aeTAWhi8pymiZgog7yAbMGFz1KCcIKmGZLLXuMzv/nrFEXB68+8zoXTp7h8+RRRFFAzbRxH0HejyJdswgxDN+n1NqTWngGm2EzMza0QBBMW9i+IntwWpbbgGohqYjTaRVV1umtdzpx8GcMwabWWmE6HmIbFROr4pWks5Mk1A03iERYXD6KbOrqpU+/UCeSkHsQcQFVVVE1BNwVM2Kk5xFGCFScUWU6eC+HQNE5x6y6WKy5GwzIEsMq2sesO4Vgk1CzNSPIYt+FS5GJOoKoqaZJRFBEWEIfCUam/2ce0TXRTZzyYYDkWP/WhD7P2708ThlMcR7wXAuloyy1AB98fSm6EISuguOJp2LbHeNyt2JuOUxc05TwjzzPyLCNJY4qikCtg8bgYPIo1o+PUqNXbOHaNlhSPWVs7TRKH1Vr2uWe+Sme5za0PHXtHbQ3eOUfyNkYSp1w+dZnxuF+VgAAoKl6tRRyHFd48CMZoulFd/EWecfToA9z/wEf58Ef/Dvff/xE8ryHkwySuYHv7Mk8//SX+j3/2z7ly6jIHbz/AR//Oz/HAAx/BMMVFO50OxOpRJhZFURhP+iDbEd0Q+Pn5ub0sLOxnMNjm8ukL+KOpFCatE8cBp08/w+7uKo5T59KlV/ln//1/j+PUOHToLpaXbxLS4oaFadpvVPelII4D2q0lPvTzP0u9U8e0DCI/YjqYEocxw50BhmUyHU0JpxGj3RFREBH6IaZloGgqlmthWAZO3cG0BRdAN3UiP8IfiRYpmIRMB1Mmwyn1dg2v6aFqGuE0fINGQU3OHeIwBglGai02UVWVwdZAzBymIfP75jl69IEKyi2GdkKsxLRswkAIoKiqRp6ncjbgVCzLosgrvcUSABZFAZqqiY2PRGiWSk6aplOrtatEUP6c2277KZqtRQb9LSaTPvVam5rXlMQlB98f89if/zFrZ95ZdJobvhIo8oL+Zp/v/sVX6fc38bwWQTDC94PqTuG5DcJwgmFY5FkGSl6JYkaRz+XLp7h86QSabgg1X2mRo6gqSRIKIYyiYDzuk6YZ3/iPf8Zk0uf+hz/A3Xd/kJMnvyfMPwwLRdXkCdcQ67k4xJOcAFVVSbME1xVy5aqqsrvWZX39DHEcvWE6rigqW1sXWVk5ws133saZV06iqhpZllZ3v3I4WAqemKbNR37ul9l7dC/hNJLT+QLDMkR/LvH/uqHj1B35/uWMdkfocw38oaDpAvQ3xWowiRPygVBe0gwNf+ijmzq2Z5PGYpCY54WoGpouSZQQBzFu3ZHoQpUkTrFcSwxuuyOSKKa1KHpz0zZwGx579t7EpUsnME1HqhenqKqO7wt4sqGbaLqBYVhysBf9X1azyPcvinySNEaRas2lcrOq6oAY1OZZhmnZLCzs58qV1xiNdjl16qmKuBXHgeB5SHh5HEdkWcJotMuTX32MXzj0d94RLk9wg1cCigLT0ZSnv/IdTp9+DgDfH4reUO5981yQURqNOUCUmZZE2k0mA7kBSCqmWp4L5Fy5Vpyb2wuAphvoukF/q8+RY3cSBBOefuIrXLz4Cq3WIrVaC8tyKaQA6XC4jWU52LZHv79FozGHrpv40yGvv/79ivKqauo1hCNJ3pHCmnmes7JylOPf/z6XLp2symXTdASnXjdZXDxYYR4efPBjHLrrJgAx2MsLMdBLMiI/oshy4jCmyMXUXhh95DTmG4TTUJifeKKktlyrQhLank2apG9Q903jBN00ZAJI8FoeWSK+33RM4jCm1qpRa3rVKnW4O6xaiyROK6z+pD/hyL1H2LfvVvp9oRikKrJtUVXx3hlmheZMkhDTtCRWwpQGLKJPT5KwwhOYhkWt1ha6DbYnBGIkVNmWKMorV16r2rASeyGoywJHUOpLWpbLwsJ+8jxnff0sX/vdLxO/Q7gGN3QSyNKcyycvc+LE97BtD00zKr0+RU7oS5HPEjKs6UaV3XXdECChRAzT2u0lHKchVXl0siytHH8USXZ55ukv8/xTj11DTsnZ2Dgv2ovIR9X06qTpdterE1LTDBynTpoJVF8chwwG20R+RJ6LnrPUGRRVhFKpHF25fJJWa/GqeEgSYclj6ve3iOOQ/fuPcexdd8hZgIHbcMjSDFUT/X+tXcNyLbyWR71Tp70k1obtpRa2a9NealFreox740ppqN6p05hrkMYJzQVRxjfmGtTnBB6gHDKquiZFQzP84VTe4cWF398aEPohuq6xfNMyuqGTS6/BJEwIpxFu3aG12OL2+x+oGJtlCa9J1GOSREwmfTHjUTUURQz30jQmjHyyLMGQCkdxHLGwsB9Ltoa93gbT6VBQszNxg5hOB+R5hq6bYoaTZeSZ4IPkWYbvj4R8menIFaIlBqJy/Xry1FOcf+VC5Zv4dsYN3Q6kccLmxQ3SJEY3TCzTrtRwx+Ne1Tdf1cW3K4+/OA6rlZwpq4HxuFeV8eUFCIIebEiii6bpJGlMHAc0m/PyDpJVd2+A6XQo11ElcEUg+spBVbmpMHSThf0Lcl2WYpo29UaH3d11kiTkvvs+gldv4Em1HCFdZhIEExrNBbkW82k05vjIL/08zfkm9VatsguzPZs4iOV7leLUHKEYtNclk+KqeZ5Ts0WJrRk6TsNlsNVn0h+TJhmD7QFu3WU6EBd3f6uPW3exPRvDysVFr6okkaBSm7YpSEdxSjgNMWyDulcnSzOmgwnDnSGKQjUzSKKEyXCKYRnsXNlBUVSx91fUavqvqXqFKBQJM6DVEnqJw+GOxE0IzYPbbruTPE+5ePHVaktQJgbX9dB1Uw4RxVylVGuyLKfyenTdJoqq0mjMYxgmjlOvzo/RaBdN1cm1lG//xZeY2/NrLOx/e5W1buhKIAoi1tbOoMnVWRhNK5qu5zUwpfGn7w+lZLdPr7ch7yYqc3MrldFHSb6ZToeE4fQaeS+bVmuRfftuZe/eWypyjm15nDv3Et3uGqPRLqPRLsPhDpPJgPn5fbz//b8kEpC02fKDMbpuSnVhAWXdt/8WYegpqcZpGrO7s1op7awc2sfWxiWazQWGg21ZQYgSdDTcqUrb937g0yweWMRyLfrbA9IkI/QjhjtDVE3BsEya802a8wLVF4UC5ZcmIjGomljxGZZBOA1pL3doL3dw6w7+yCcKIizXIonE1D+YBCRxShLFZGmOpms4NQfTNtAtg1F3JBWIhILPpD8RjEOp2WC5gowUh4K9qBuawCNIVmYmNzMljwOELHsp/qLrJlE4rYxKgApu/b5PfIR9+24BuEZpSOAHSu6BadjUam1Umewt02bqj+R2QaXIMzyviec16Pe32N66yNramQoDoqgqSSwqk5NPnnzbVYpu2EqgyAvOvnBOAINcMc0PgnGlsWeaNijItZDI8ooi9eqk5r0gkQiASJkwStqvYZgVnFgMhkLa7WUBNArFFgCJ1CsKUSaapiOgwpHP+z/zKD/z3/4sx791nFeffoEzZ56n11uvWgVdN7l48SRpmsl5gIXjiL1+4I9YXDrE5uV1Ll58lXZ7iVZ7CU3TGY+7mKbNeCLosw8++HFuf8/tcp3nVKW4pmtousZwZ0BrqS2QiFGCOg2rAaCma4x2BcuvKAqSKEE3dDkPUWjMNXDqLqEfCkCQrtFYaJKECaPuCK/hUhSQZRm9zR6OJEN5DZfRzrDCD6iqSESTvkAUJqGYJ5SAIct1GffG1FqNClmp6yaqIhCaBSXgS6vw/5btociE2mjMA9Dp7MGwTYbD3UpmrV7viPc0mFSJJMuF5oJhmGLQmqXomiHoyHaNMBQszvG4h225TP0RqirEXpJYVINowkz1xInvcvTBo6wcWXnbroUbMgkUeUHoh7z28vNomoYfjEmTGNOyiSORAIJAyFoJ8pDo/Wxb8P7FOi6qXHUURa24+iWnP8syKd1lVn/neQZFfo11uFElCRBa+3NzewD4k//v7/Poz3+U2x4+xpF7DnP51MOceuZVSWkOSOKo4gyURJnpVKj1RnFIu73E2trpahDY621iyXZGIOtEb/yujzwsJL5UIeXt1MQsQNMFJVjVxJAzDiOBBLQM2nvadNe6qJqKZklFJTnh13S1Gh6ajomiKui6TjgJ0E2DQAuIw4jmQpMsSRntDDEsE8uxcGqOnJ3kxFFCvV1juDvCsAx0aV2uKAqqphD6MU7NRjfFALLeqdOcb+DYtUopSVELTMN8A9OwFEpRlAm25dHedyu97jpTf4Smajzxp1/nzJnnqwpBJG2xPXHdulSQjiouQgnZLihQpXCsqmrkmVBn8vNxdQ6k6VAiNi3iOCRLRYtw4smXWdg7/7ZtC27IJACwfnad9Y1zxFGIV2tVIBLL1iRGXBeS1MnVVVGaxhV9VCgF5+RZRpxcXbF5XrNiEEbhFMv2Kpcd3x9VRpmmaaEoauWY40sI8XQ6II4jLl06yaXLJ/nQJz7D7e+5nYN3HGTl5hVuOn4zz37rW5w795LYlw+25NBKqSb+rdYinfllLlx4mbm5vWL9aFrkch/uOHUmkwFHjtyLU3dpzDUYS8GOOIzxRz61dg1/tC3VfxwMy6QxZzMZTGEsBERLnHzkR3SW24TTUICGHJMkTsiSFN008FoeRe7gj8QgMIkTgnFAreXRXGyRpzmaIaqKYBIwt3cOigJ/LGTLsiSlf02loBk6zfkm/tiniFN0XQiXuE1PcjOE2pDgRIwqenUcR0ynQ2rSq2EyHTAYbldJHEXhtde+T5HnKHLbUtLGy888z8QNoUy4hqR3l8zFUtQFwLI9iiLDtiTxSArGivNAULaTOOL48W9x+K6jHLn3yFt9GQA3aBIwbIMLr5wT1F7TqlhhliXwAMvLh+j3t8TOX+6Sy1mB6A/F7r/dXhYY/uEOSSIHhZpBozEnVomWg++PpERYWoGAynXUdDqslIbL/rPcY+ey5PzS5z7LC08d48iRu6m166iaQrO1yOEj9zAe9/H9USVjlkshzmZzgd3tdZrNRVRVZTzuSTVeQXkWwhop973v3ZiWQTD20Q0Nf+xj2qYUBSnEmm8cCHRzUTAZTCnyHN0ymI78qmWwXEtuVAT0MoliNMkNyPOcJErwx77QDRj5VS/vj1VBH647KJGCU7OlFoG4CC3XYrQ7wmt5VcLJUpFYSqJSOI3I04w8L2gvigQ3HO6gKhrV3L0opCJ0Qr3eRlV1gahUtEqnsRoiajoZqeQdCLKYoV+Vfy9BY5qmCWRhkQtwmZKjoLC8dBPtjkjASRzKJKKJCtCwaNTnqkGkbbkEoWj/Ni9sctNdN70tSMIbMglsXdxide00cRzSbC4QBGMSCRHOsozl5SPs3387Fy68TBwHgkgk7y5R4qMoKrZdkwSjrCo1TVOsGAfDbSzLpdlcEFWBPMH0EmkY+YBb3VE0Va8QgZFEvNm2RxyFJGnMzvYltrYuVOo4pede6ehbWnsL3nyCYVhcvnySm266i8uXT5EkIYYhVlOGYTGZ9Dl06C46yx0B/Y1TLMeiOe9VRJ9Jf1INrEqPQafu4o+mZGkmLnqFSlg0mAjrsTQRa8UsEOX6cHfE3N45NE22CUWBaQt/gizNqHfqAowUxNXGQaxiNcbdMbV2jWDsk+cFvc0eWZph2jmqxGKkicAhNNsCLryycjOrq69TFDH1eptavV2Znbaai9J7QKg4q5ou7+iiCixNTly3XgGJDMOqNj2maeE4DcbjrgAgXVPal2Yxa+tnuHT5hKwQcslCNIVdehJVqEbHaVSgLVXVee3kM9zxyB20Fltv3YUg44ZLAnmWM9odMhxu47qNN4h7+rKXPH78m5imze23P8KFCy8DEEY+CooA9Fwj9FGu5srhUWmiGUU+29uXBBjFaxJHQYUbMHSxWsvzlFqtXcGSy8Fimoi1HNJuKwgFm7HZnEfXDIJwguPUMU2HwWAby7QpFEFGMk2HdntJnphXSTCmaRNFJp7bxLJc5jpiEJWmqdQAyBhs9WUfr0rQD6RpRhqnpElKa0kIiaaxYAGKYd0E3dCwPJtwIGjFYg6goVsGbsOV+/wQVVOYW5mXoqTidaaDqVQIFsmjyAtQhbuzqinEYUwwCbEcC6/pXU06Y5/p0KfW8iqZsyLP2dq6KBOyuNgnkwGaptNsLrB33y2sr59lMhlUk/tSU/Hata4/HZEXQsGpnNuUgz0QUm8PPvgx3vXxd7G7usvnf+f/JxykTOcabQFxYxCsUQMkxmA86VdVRlEIIxXPs+n1NhnuDplbmXvL3Y5uuBVhlqRsXtiqysMSBz6dDsSdG0Xacw/pdteYn98nIahC/nt5+TBzc3vfwCsvp/Wlg69tubL3bmDoJtPpENupU5fOuVEUVBes+H4BdTVNC02+jiPvRmJz0AKEUAlS6NKyXEajXaFCnESkSUyWZ9TrHer1OencOxQCn26zWitO/SFb2xc59tDt1No1vIaHbmgYlkFjoVmV4UVRVHLatkTprZ9dF1WKZxNLoZAyIRaS3lu6EyXyTq9qKnEY4TYcVE1jsDPAH/tCX1AO+dIkFeYlhoZpC0pynov2I/KvXjAgBEjjICYOExRVMBgn/XGlcSi2CarUf7AwDZFwVUWl211ne+sStu3huk05GxAahfV6B9dtUKu1QVGEiIjlCnFXTUi3pWlSMTD7vQ2CccD5l8/R72+KeUGRoelGJUAj0Ie5HCAmhLIt1DSxzjQMs0IwxnHAN7/4BXbXdt/ya+KGSwJJnPL6qeeZjPsoikaaxLJvUzly5D50w6ySw+7uKodvvR3HaaBpOq3WInNzK0JmXPaLJTVXlMfi7YzikDSNxSygEAq8u7urBOGE+fl9qJpWrY2azQU67T3sXTlaKecKWvEIU3L/0zTGdeqkaUIQjKsTbG5uL57XrEBGaZrgug2a803a7SVGo670N0iI47BiI+q6KUp0XROy4HLvnyUZhTQU8cd+tbVQJNfftAWldrgzpLMivt9ruMRRgulYNBeajLqjyoUIBHOwVAYqmYDBWCAXsyRFM3TchouqqUR+RDAJ5TEkmJZBc6FJY65BEiXCxCRNGXVHaLqGqiosHVoSs4PuiCzJKtpv5dZMQbu9RLe3ztraaYkC9MXnITdAhw7eCVDxHoriqsR7vd6m3uhQ81oVhTiOA157/ft85Q//mJ2dK5JboFUaA1maVCYxRZEzP7+PY8fezbFj764ESrJcbHUEHDkmyxJ2d1Y5f/z8W44ivKHagSzNGGz3ybJEcMqLHNsRSLI4Cnnhha8Joo6iVdXAiZe+X80DWq1FtrYuClgqVD15GE6ZTPrSgSiVuPQMVbvKOy+5/IP+Jq3WIkVR4PtjgmBS6dOllRGogesKgQxNVdF1UfYLefBYCpZO0HWfX/pv/gGj3pinH/s6luWgSw79wVuOYpoO588fB2Bx8UB17Pfc/UE0TcW0BUbfsk0szyZPc7xWTQwpTZ1xb4zt2VIURLABDctAkx4BkR8xt3euAv4UkmuQRAlJFJPnuqgkJHdACIr6zO+dp7vRE+/pYovtS9vUO3VxMffGeA0PVVVIk4zdVXFnTKIYt+6S52JukKUZbsNj4/wGuqGz9+heDMtgaekQr732NI5Tx3EE609RFAzdJEljhBdjQZal1Gttmq1FJpM+w8E2tXob3w8k5DvB80TrNJkMmEwETLhECQbBmMuXT3LkyH14XquyQSuZi6qqSwRpU4rEbKCqOrpuVoPccgisKBphmDGZDtm4fBm4/y25Hqpz8y19tbc58jxnsD2sMOSOW68cdxVFreS9gmAiKbwaV668RrO5QK3WZmfnMpNJv+Kjq6omTDBAOhCl1cVeatMlcSR6bMsVCsNxCJMBrlShSSV1dTzuoakaURxg2zppmkgsgoAU17ymZBjmJEmMphlMp0PqnTpHH7iFxQOLJGHCd//8G0z6Y6bTMRcuvFzxBdZWT9NozGNZLvuPHazANqomGI5lb68oVAO8PBVqwK3FloDtDqeYlkEqMf62ZxNNQ4KxT621QDiNBNdAWpLrprAZ80eB+BmJ2L3HYYJbd+mu71ZbCKfuEIwDvIYnEkoB/tjHMA38sU9zvkk4FTqDcSjUhykKTEu83931LnMrc3ITYqCgMJ0O8LyWdCbSsfKsMlspCvFZdLtrTCZ9LNsTQB7dkPLrIoGPR11UuS5OYvGZOk6t4mbU6x2pZDSWWx0xY9BUIe8eSfs3Q+IVNFUnltul4VDAnLM0QUGI1+7urhFMAlwpuvJWxF/ZDiiK8m8VRdlWFOXVax77fyqKsqYoykvyzyeu+b//WVGUs4qivK4oykev14H/uCHYbqJ/LAkdjl3DMCzG4141KCzhp0WeM50OxJ/JoNKUc+wa99//YTqdFTTZP1qWS73ekTMCo9ID9LwmfjCWJKQcPxgzHO7QqHdothZJkrAaOikoNOodiVZrSyShLWy2JF5d9LxiL33ieyerMltRxYR6z5EVLl18VWgfSPxDFPlsbl0gjsNqAj/ujQR3X84BNEMn9CM0Q8e0LXTToN6pSy3AhPm982RZjq5rmI4lJMYUhVq7jj8OKvnwOIzl4FDoEWSZSBrj/oQ4TISUWMOhOd/Esk3ICzbPb1TAJNuzK9TiZDCpoNGqpootQprRXGiJTYMjuAbze0sreMnxMMxqFhLHAb4/JIpD0fMDjYbwMiwrONO00A2TJAkJghGeK7wfFhYOcPjwvcxJHYd6vUMQTKR8WSy9CUaVJ0Rpl2ZawmSm5KSoirA9Q1EwDKuSKU/TGE03cL0GWZayu7vKzurOW3pN/DAzgd8CPvYDHv/fiqK4V/75MoCiKLcDfwu4Q37Pv1JKutY7IMa9MdPBpOrlsyzB90fSSESl016usrygkM5jmELgIokjsjyruOJRFPDSi9+s5MSyLIUir4wvs0wIToTSW0DXhXYfyLtQFLDbXZPagrYYCFourtdgZ+eKsAgLp4yGuxUteCLhykVR4DgNTNPixMtPceHlC2iaxpnnz7Cy7zDH3n2Mh977NypsQBhOiat1l9DoKwd8SSQGbJEvOAW2lPoWOoAao52hoPU2PYa7QwzLQNU1LEcYhiZRItd2Vw1KdVPoBKZxiiMtylVdq9ZoWZqRxClpmomkYho05hrEQYw/9onDhJ0rO0R+hG7oLB1aotb0WNi/QHuphSZZh27DI0uFElF/u8/OlR3SNK7wGM3mPAsL+yu4dxCMWF8/SxKLdbAhUaCiGhTngCpP10havvX6G1y5fFL4DsQBw+FuVQUoisLGxjnSNBEislK3oNlcEFqQcuYURn6FQyjPlVKlCK7KnRV5ThhMqhborYofxobsO4qiHPohf96ngD8siiICLiiKchZ4CHjqxz/En0wUeUE4Cbh06ZToK22P6XQgIb6KBOxoqKou5aZ6uE69kvFW5TZAUZRKhkqQVERiUFVNoNTzlH5/C9OwSNME265V3gRA5WJcDvy63TUWFg6Q5xn+dEgUBeRFJqSxZH8JYv6QJpGsUgqJDxAORRdPXMRyLQ7fc5h6u8a5l85x4Lb9NJ6do9fbxLFrwvVYUYVHYkfo7dk1h1zq+WmaAAsZ7RqT/gS34UocgOTZxylFllfQYFXOCErX4TzPq62CpqsUhS6OMRRDS6fmkGfibp7GKfN754iDmFF3JMxF0hTD1LFrDkmUYFiG2LPXpJW5rhEPJgy2h2LQOA4qVyOv5WF7Nuv9dSnl5mGaDsPBNoZp02jM0W7v4fTpZ2i1lvC8ZqUMbVseHbkuXVw8gGHYvPji1xkNd9F1sxIZdd0mE7neKwFf5QrQ8xpEUSCrRJXxuM/ddz+KphmcO/sCo9EucRIRhpNKa6AkMQkWokhApmWjKBqbV1YJJrfj1Jy35Np4M9uBf6QoysuyXWjLx/YCV655zqp87B0RG+c36XbX0DStkvG27RqKouLYNYJgxHQ6AISRZyb7O11KcauqyuLiAaLIJ44DVEX0+o5TExWExBEYhimyvz+8RknYRDeE1df+/ceE8Ibl4LpNptNhxQHIiwzHEaVhu7VEFAXEUch0OiROIumoIwaIum4IkdI45ff/1b/EMHUWDixy/LvP8oXf+h12d1YxdFM49CLISu32EpqhU2sKcE0cCQnxyXCCU3PQDb0a5IVTIR2WJileU9CHBaw4YLA1QFGVSmE4iRLGvTHNhabY60uJME1T0TT1qkJwkuI1PUa7I1k5JDg1G8PUSZMM8oLBzoA0Thn3xOovicTFNeoKObMkilm5eQXbtam161i2yXBnSH+rX1F/I3n3DcMpS4uHOHT0looLsrr6OnmWsrCwn8NH7uWDP/Mp3vfRT/LIz3ywAo6pmiZFZA06nRVarcUKPCTu4ha6ple9flHkaJrABozHXY4f/yZR5NNsLdJqL9Pp7GFhYT/t9p5qXuR6DVy3juvW0TRdysuHrF55jUl/8pZdFz9uEvjXwBHgXmAD+F9/1B+gKMpvKIrynKIoz01Gox/zMH60MG1TgjNaQgw0z6r+P5UXoee1pFSXWqEFE6kxnySiLF9aOkSjMS+kq3XjDRZlglCkVRBgoQpsiAGhlPIaj/vs2XOkssgq14ulUGXZCgBC9NMQfoCChqpRr7flmjBiPBIc9e3ty5x5/iyGaXDXu+/nwfd8kAff9Qn8YIxte7TaSzhOjaWVfYK40x3hj3xMCehpzDUIJgG9zZ64m2satXYN3dQFJ0AiAC3Hwm26tJfbV4dnPcEINCyDzQubwoJ8HFRQ4rQcKjomqibINUUhXIk0Q2d3vYtTdyltzYSFmcb+Y/tJYlEVDHYGZGlOrV2jJQVNFJlcokAoEAvNAmEjHscB7fYyBw/eSZanfOPLv0+SRAyHO9RqbW67/T2oqjCPPXjHQe56312omiql3h103cD3R9hOjeFwh42Nc7jOVcXiOI6Ik4gkEeKy5fDR90fUa21ZUXyDEye+y/r6GYnpqFcQ9VJQ1jAs4VRlebJ9ywUDsffWXBPwYyaBoii2iqLICpHS/g9EyQ+wBuy/5qn75GM/6Gd8tiiKB4uieLDWaPw4h/EjRWelI33kRdktTnShEWBIrX5V1aWWoImu6dWHlGcZgT8my4S+XLljrtXadNp7iGNxp9YNiyQRd/56vVOZjwICHSdfNwwnbG1dwHEb1V57PO7S7W7ges1K934w3JamGWa1hy7yTMpnqcLDUDfQVJ2jRx8UF8JwyoHbD/Lgx97F8qElXEdsQIbDXeI4wG2K/txreaQyGQQToY/gNVxhJ6YoDHYGjLojyAsoCnpSMxCEV4Cma9UMQJWy4JqmUe/UmQ6mwnbMNsWATxMcg5KAE4dihRgHEa2FFqZlEE4C0jihyIWRaZ5lDHeG5GnO7touWSKozpZjoWka496YJEoqMZPN85sM+z06nT3yrntAAqaEgGuJD1AUlZU9R7DtGrccu58HPvQu6p06aZJy6dWLTCb9SuhFQIID8jyrPsdyvQhgmg6GIWTeSodpVdXIi1xuC/LKXHYyGYikYnsV/gKo1sv9wRZJHMlzpmA69N8yvMCPtSJUFGVPURQb8sufB8rNwZeA31cU5V8AK8BR4Jk3fZQ/gViZ6wgIbJpIxFij2tmWRh/l3bX0rs9zYeKpmQZhOGFl5Sj3PfQoj3/1jxhJQYpI2nZNpwM0zaDZXKh6R9dtSP15seYTIiFZJUsuVn0aURTgug0SSS/VNXFHKYq8Qv8lch5gWS6qqhLHEUEwIUsTdnZXefdPf5hJf8J0OGXp4CJpkjG/b4F9+25lbf0snteg3V7i0B0HMW2T6WDKuCe8/4SLrkDaAVIMRFQimeQPlFP7Ii/YvrwtSD9SLtz2bPqbPdI4wTB15vYK6Gsap+RphlOzRTUwmOBICfILL1/A9mwunbxEc6GJYZnVNmKwPSCLU/Ispd6pY3uW/H9dAImSjElf+BPOrczx1Jee4juPfV726UqlElSucktcR7u9zE+975PM75vHci0un7zMqDuqtBOfffKbJElMkWekaUxxDe1bVVXyIkfTdObn9gq3Itk6em6DSFLIdV3oBNRqbSZSswHETGd7+xKu2ySOhTeBsKzPcd2maDsNs1o7gkg4Ctff3vivTAKKovwB8AFgXlGUVeB/AT6gKMq9QAFcBP4hQFEUJxRF+RxwEkiB3yyK4q0FQv8lUbdtxj0xoRUfguDc93oilwkDSoN2e1lYURV5BRpK5R7X8xriglE12u0lKUetVmuhUkewlPuK45CVlSNsb1+u5L2LohDmI911XK9ZVQyGYbM1uUiBmPynWSrdfCLG464gLUnxStO0JO48xDBMNjfPc+b4CW667Vae/9rz3PHIHey7dR9O3UFRNSYTAZBy3QbNhZbcs4vJ/WBnQGuhVcF9syQjynPchjjecW9MvVOnt9ljuKvRXmqxfHiZ7lq3kgkDSGVrINyKLCbjSQVGiqOEKIgwTOE7UPa7miY0CwzpcTDcHVYJaX7fvFjnSjpyGVEoYMP1TgNFU3nxsRf56pd+h3pdCLGWoBy46ricpgmOU+Nd7/oYrcUW33/sWxWMt7X0cUI/4uu/+xW2ti4KhSapDFRqQpimJTY9wRhUmPojsiwVF38U4AfjigRmGDUJQx8KR+dCWL3bEriUSnOXUotCGL8m1fmhaQaj0S6vPPc0+27dV2k5Xs/4YbYDf/sHPPx//mee/0+Bf/pmDup6xDgM6fc2sCxX8swHDAfbeLUWNa9FEE6I41BeMGnlXlOW4YcO3cn6+hnOnHle6tdnsk8XirZhMKmwB6WjTVHk7NlzM2masrr6uhT4sHHdJpHmk6UJg/4WpmVXkNUsy5hOB5imLbHmGaYpjDJLWbOygqnXA/r9LXTd4Pz543S7G4yGO6xdOctv/NN/zNLBJZZXDnD69DM4djlTUAinAisw6Y9ZPLBInmb0t/rkaU57uU2R5/gjof3nj33B1W+4pHGCoqqSQKRJrMFYipGqGJaJ7dkMd4WxiaIIdaHJcEq9VaMoYGd1t9pOTEc+taYnIL9pXmEDdF2rzE6XDi2RpQI5mKUpeSZWpHmWoagqT3z1z4migGZDaDOICkCnKDL5O+sVhv/557/O3MW99PubYkVomDz5ja/w5De+wvraWaETGEzQdaNSfCrlwpIkxDBtkiSm01lkd3dVwMOl0nOSxkKmXJlUHohCIzJmcs3Wp2QflkxR2xIKR8I9WqhbWZbL6urrrJ1Ze2ckgb8u0Z9OGY26FZAnigIKCgEYiYLKxadk/ZWhKCppErG9fYnpdMjKylEmkz6j0S5BMKmciRy3jq4bTCaDSqAySWJeeflbwmXIa1JQkMmdsmk6hJINKERG/YowZNv1qn0ApM7gWPaqYrPR7YpRS9mjGobFYLBFHAesrr7O699/nb237OU9n/4pdrfXuXjxBO1ai8FWn9ZSm1pT/OxUegpatonlWvgjX6AGo0RYfbWEMUjJ69++tIVuGsKE1IpRNOEPGPmRWAGqCnbNIUsykjhBDRQGW31qbdF3A3Q3emKjECf4YzGnEFoBGcEkYOngEkVeYNgGl05ewq27ZKnYVmRphlNz8Jo1vvcn38WfDmk05uj1N3GcWmU3VhQ6YXSVlm2aDuNxj/PnX6ro2EkccuXKa2iqjmGKbdCePYdJ04TNzfMYhoXrNqjXO+zZc6SqvqbTAbr0IhBmJiaGIYRkdCn/1uuu47j1q8xRU1COVUUYxwr2aEBe5Ay6m5W5aaPeIZFK1KkUX73eccMkgURaScVxwGTSl/ta4e4r1oSCdFK6+rpugzwX3gIUBUE4wbJcdndXqypBwEv1CniUJJFgCsq1UZal5EWOJTEJJe24vPA7nT1SCntQzR9cp06aJSiKJtBtRcHO7qqAMcu9dK3WkjMDsaoqV5MlkjEIJzz+hS/zd/7HX0czdH76Mx/je190ac3PcejOm+iu77JzZeeqqaiu4Y8DpiNfuAfVHOEpIH0A0iSlMd8gz3I0Q5TuqqYyHQkxkiRK6G/2WDq0TG+zz/JNywy2BkIWzNAJJkIkdNQd4TVdWgstJgOhZNRebld8g50rO6iqICgFk4Baq4au68KvELAci1q7JjQJN7q89tqzqBLnb0iNR1VRMS2HVnORza0LEtIr7s4A7daSvGOrpHLAJ3AZ4jPN85y5uRV0aVSSpjFRFHDi1ScqYlg5OxGzAl3SoKX1mW4yGu1iSIlxwWS0KBDgoE5nhfG4C8B0OsAwbHRN0JU9t4Evk/3u7iqq/tbg7G6YJNDfEn2xaQoARiZVaIX2X1qh2YT+nMJwuCMMPyUv3XHEBqMoEuEsI/3rTdNhaekgOztXCIK+wA+oQqQyz7KqNCzRYaVjcNm3qtJxaGXlCFEUMBhsV/LmUeTTbi8zN7dClqXSadhibm4vjcYcu7urKCioms7GxvkKr2CaNqurr3PupXPc9f67MEydD//dj9Lb6BJMhKR6c7GFP/JJwpjxYIJhClNVt+Ey6Y+r0jyJEyzXIvKjShV41B3RmGtU9mKuIbwKdENjtycMR6eDKa3FFpP+hDiIcOoOXtMlnEb4owDd1CWfIMMwDUxb6AyWGgJCPThD1UWbUWvXyBLBbrRsk69/7osMhzsVPFuRcNx2e4nFhYOcPvOcvHMHYrirahimTa3eJggmIimniRSVmeBPRxw+co9oH2TCGA53iSK/cjrWdUM4U4OgiRtmda4ohdALyLNMwMhtT6hU6yYoKqqiYMqLuzz/St1JTTdEq0BRrZRNU0ipvRVxwySBcW9c9dhRFAjpr+mIWr1NlqnSvCOnKMC23IoWPJ2O8DwhIuo4NSaTPtvbl2QFkFeCGFf5AjpBMJJ3Z+l+64+peS3CaEqt1kbTdHq9DcbjnsAmuA02Ns4DVKVqCUstIceTSR9FUVhY2E+Wpdz9wHt57ZXn6XbXiKOgOkmnkwFplqKqKr//2f+N/8b7n7njkTsYbA9ZPLhEHMZVnx4HEfVOA7fpsbu6i9e02Ti/Qa3lyQtY3IGjaYhdc6i3a4TTkOZ8k+76LrppYM2LO2h7uU17ucN06Avsv2UIyHDLo7PSocgLpsMpnT1zJFHCaHfEuDcW+oNFQW+ji6opDLaHLOxfqOTLm/NNijxnLDcfhmVw/PHjXLp8UiosTaR4ak1WBDbD0Y5c24kdvqYZssILuHLlNUxTODuVa7uS1Xf+3PHqfMmkhgRAad9Wfl2/RiIsjkIJQioqmnBRiF2/5zUwTacaFI9GXVK54QnCCVkmgFaeJ2zlFJQKxlxCst+KuGGSgD/yK7GHLE3IdJPO3B6B7ZYc8GvVZUrRkFJh1nFqZFIarAR91CQopNtbJ8sSFhcPMRxuV4IUAEEgQB+jUVeYboYTbLvG8vJher116vUOw+FuhUgsV1viJAuvKhNrOlmeMRhsE4ZTut01Av+qrXdpkGHZHloay+81+Orn/hjD1NlzZEUw7xC/VzgNqXcalQvQwv4FVFVM5QG2Lm1hmDpes0aaiqRi2iZJnOLUbLxmDU1XcepupSEYhzGGqdNZ6bC7uvsGvbw8z2gvtcTwNMtZ2L9AnkthEVWRq0Cb9nJHXgBxRUYCmNvTwXRMzj5/hm8//jkpLS7agFqtJfkCKq5Tr0xhBElI2JWHUjK+3Voik1gLx6mjazrD4Q5Fnlccf6HL0KxK/5I0JkRkBN8kKY1kkgi9MCplKMtyME1HGNJIanGZqHSJGi0l0Q1Drc6pUjouL3Is0wZFrYBJ1ztumCQQ+aGc9mqCQuyPsSynEvfQDbMaspXqsp7XJIoCOp09lc5gKT2e56msJLRKkVaU+uLuGQYT2p1lsizDlZRlQzexnfobyv00TaQMdoppCr87oXZs4LoNgWZMY44cuY/lvYe478P3UWsJ3b3Tz5/huSceZ239DHmWEsrSVdMEEs5xauxsX+Lf/LP/Fx/88N/mI7/6ETRdY7A9xLRN/LFfrfhKA9BGp06RFzQ6dUzbZLA9rLT+d1fF3X+CGLiVqztVVbAci1ySgQZbwnUojROaiy2CkU9RiNddOrgohE09W0KCY9IkEwnEMjEsQ0iYJRm1dk3AlIfTSnHnG3/2H8VrS9mvIg+rNq/dXmY07hHHgWzlHKkDWcgVb5Msz5hMrgKfsiwVZXyeC5comdyjKKhQfaYp/CdzOUf6T2XnBfLQZH5uLwWFUBPOEmmGUlSKxCV+QZd0ZUEMyzCwqkqzXC1rKgTTtwY6fMMkgXAaVgoummbjuPXK0qtUhAGBAitLOF0zyI2c4XBbCj+Iu0lJWeUau7IsS9ncvECpSpwXmbT+ypibWxF74ShgONiuZLFLYo+QIReqt4YhZMuFNJhOHIfU6y3+5j/+e+RZVjHrvFaNux+9myP3HuGpLz3Js89+GduuVRiCoijo97fESappPPb13yX0Az75Dz6J23QrWC+IfX0Sp4LZF6cYtmhFIpnQRH/fBBwmgylpnOK1POEM5AsPgfFggumYZFlGa65FHMSYtkkw8pkMp8yvzAlB0SihOd9k48ImKzevMNiK0HSV9nIb3dAZ7Y4kvFjoD6ZpiqKpeM0an/83f0i3u4bj1ATPIs8Zj7tEkc/c3F4eev9P05xv8Ow3n2Rt7TSDwTZBMEZVNWr1diUjBxBHAV6tJeTCc+UNAJ2S0GPbntB4CKdomiZNSTRJ/hL2Y3Nze6WPpcZkMmQ87lbeBJ7XqPwsxLmXUxrHit5fr0RKRCLyxE1DDofLtfH1jhsmCYBQ96nJD75eF4M1ofwi6LyWabO1fQnLclAUjcl0UDn95rkoPcWHKHpDIe2VVF/nWYRhWqiqTru1RJolErYqFIRs26v69ZLyerUNSCWfIZdux2ZVyv7ir/5DnLq4G2uG2EYEkwDTNmnMNXj0Mx+g39/k/PmXmU6H0iAzpVHvCKFRqVb0/e//KXEc8ugv/jSmY1JrehQFTIbizu41PNI4JQ7iisFnWEJrYNyfVCajoYQZG6YuAEfbA+qtGqOdIbb0BtB1jTwXngVREDHcHQoX4iwnlMfeXeuKTYSukqc5URLR3tMm8iOmgwmKpmK7NkWe87Xf/iqvv/5MBeXudtfRdQPb9jh06C4+8fd+Aa9Z4/TzpxmPexVysNwATadDJuP+VTal7eF5rYoKHkU+9VqbwXC7uvh03aTQCizLYTTqVuvHUpXIdmrXaFCk1dCwbHPKNkBBtGz1+pxIrpGPplHd9YV6tUcQjDFNR4CPtGsEZ69z3DAag1kqPepkedhpL7OycjOGYeJPBaY7yzNJMRYCnaqqkcSRhBBnVX/o++MKvisu5hjPa1FvdEgSsTXoD7bIspROZwUFBdO0mUwGqKrYEZcAIMMwK8OKqy2HIQExKUcO38Oxh44x2hUMujiIifyIertGGqcEkwDd0PjApz9KrdaqHIkzOXUGqhbHNB1On36G8y+flxbgFnEY4TU8bFdIdnktT/T60g0oiQXO33IsdF1jsNWnsixP82rbkKaZEPjQNYq8QLdENRFOQwxLCH+oqorbEFqFlmuJOYQuVpGCA6DRW+8J5eACvIaHaRu8+M2XeO75r1SY+9IgNpGqTLfccTe6abB2Zo1vfOk/yK2BcFpKJQzbNJ0qAYCgDZdmpCVmfzTqSkyBXa0HFUUhlG1BiTlot5cIwgm7u6vV6lcIhopqUoiGiGRVUs7TNGYg/SCTJKZe71Sgs5JYVqu15WCxIAhGRHHwllwbN0wlkEnraENOlE+e/B6duRX277+NK1dOVRd4ifSbTPrVTj6KfKlzr2HoihQXUSpCUMk78P0xFAV6ORQKp1Ls06hASEkSih2wqkleQY4uHWtK8kgh/QVVTefQkTtIolgo/IaxKLmTlMlgSp5mtPd0iANh9pHEIZNxv1IqHo97eLUWpV13GEzw/YxzJ05x+O7DBJOgmr5rhUYaJwRjv+rNg0lANA2FFJlaCF+AmiPkwqXngKYLM1CAOM3RDHEXDachhqkzGUxx6y5FXqBaKqPdEbqpV5N+0zII05w0EerElmthuRaTwYT+Vp+XvvkSj3/jDyq2pmnalYS4qmocPnwPva0eX/6tP+HsuRek94Ig5ggdP0GlLvIMBYVmc4F2e4n19TMg2Zu2U2PQ36Le6BBHIXmRVYPH6XSIZTpVFVCqCuXXJOtyJlH6UpYUcgBPCpSmaYJj1+RgWXhWpEksSUiWvDm0iMIphkxC9fr1RwvCDVQJ5GmO7dSxbI8sS6rBT6ezh8WFA0wmfYJgVKkG1etztNvLkk0mSnPHqVGrd8SdQjfl+kmvvO5cV/z80gDTsj1J9gkEg89tVHRlxxEcciqHI41cahTm8oQF8CdTcYFLIU9D6u67dRen4Qp34Dhh8cAiP/d3f41We4npdECeC/Wg6XQowVFFJXyqaUIMJJwE5GkG1/j/lSKeUSAw/LV2Hc0Q+ABNTvvjUDgCj7ojVFVh0h+jGRpRELG4Ml+955pkEgrDEYMiy9FNgZ9w6w6T/oQsy1EUqipCNzR66110U+fCKxd48okvSEswrQJZCeh1o5qdvPzyt3jp+Dfx/THjca+qFNrtJUzTkfoLJkvLN+E4Na5ceU2YtRhmNUOxJGIPxFwoiSM5q7Hl7CCv8AOlMpCqlkAlu/qcSzORXCoNAbhOXUDLIx8QGpbjcQ9VE3DhIs8khyAjzdIqsSRvUTtww1QCgJQTE2+s6wnjkYtSi08Mg8Tb0Wot4tg1tncuSehoXez//RF7Vm4WqjS62PEuLR1k0N/Cslz6g61qJ6woKr3ehhwaGZXQRTkEKvtBzxVkoTCcVEOiks9eDp8ADEtSjvsTTMsgk0PCNE5Rpbbg/mP7+Zt//zcYdUesn13n+EtC2EKQnDQWFg6gazrH7r+rsgqflOKhEh2I5PTXWzV0y2Dnyg6d5bYE6gQ0F5pMBxMsx2LvLXspshwndkU1oqnsbHTRDcGLz7O8+lkAumWQy0SmqAqbF7cY98a0l1rU2oKC3F5qYToW3/nct/ne975QQXeFoWcs2J+aQRhMaLYW2dw8LxB6kpRzdZffwfNaBMEqpmnRbC6QZyl+MK6YfQBJIlaxQlZOFQhIWdbPzwk9nCCckMSRUI6SxDLLcuTxNKubioLCzs4VHKdW4UhKAlLZhpShawb1utA57Pc2cdy69L6YZyqh56Wn4fWOGyYJWK5VZWdV2o+Xllwlms8wTEzToV7v0O9voap6RQsWH2jIxsZ5MjkM1DWbzc3zAvkVTirUYZ4J917TtAX7LJziuU3CaFq9rnAUWhAgFMk7NwybMBiTF3nld6coGsEkwPZs0f/rYjCYhIK4UmvXCCYBF165yON/+kU2Ns7Tai3yic/8XQ7c/l/z9Dce59Dh21g5ulIp/dz6sFA2SiUasJz4K9JcVFVV4ighy3KKvCDPiqstSSAcgZy6KxiCQVy5AgnOQEqmKJUakK7rQpFoEqMZGpZjkqU55AXtxZZ4nTRn3BtjSI/D154+xfPPf70yc4mjoLJsc90Gvb7A2ne7a9XwLQgmWFXyjKtEEQQTCQPW2di5LKTHpUJQidYsTVzDcFpN5itMiNuQSVl8X5kgxHxBWqeX8nJSbbhkB5auRdPpsDoPFYkcDCOfgwdvZ339rDSMdSR4TAwyPa+J8hYV6jdMEmgtCtceXTPIcoHeCsMpaRpTrx/Gtj3h0DMdVh+iVkpMyROg0ZgTd5oip6CoMAau22A86lagoliyCVVV48CB2xiNdllbPYOiqmIGIPf4ntesRENKinE5KRYths6LL3yNhX2L3PW+u6g1ayjC8xPTEYKheZZx/vh5vvD7n5U2aA67u6s8/qdf5Jf+4a/xd/+nv8/Tf/o0f/YHv8No1CXLUo4cuY8P/eLPML93nmB7SG+zh27o1Dt1vKYnZL0DMRSrtTwm/TGGbZKlYp9fioimcYJhG+TSmzCJU9pLbdIkFbRhKSduuRa6ock2QgiTNufFADNNUgbbfZrzTeFxmBe8+NRTaKrG1J+ysLC/oteWWoCOU8O2vcr4Q9cNWq3FSpA1zzM2Ns9XPoDT6RDbFt6QwpZNr3r6ZnMBQACGikJcfLnCeNKnyHOW9xxhMumzs3O5wm6UztGqqkoJek1CyZMK46FpSHBa+Aabs3LYmKYJL774DVynXiWger1TKRerqoblvjUagzdMEkiiBH86RNOvCkTqusH8/D7ue/f7OHviBOfPH5c7/wTXrVeVQpaJgaGqqjhOjcFgh+lkIFligpfuek0pSqlJQIgAg5w//zKNekeQVFQD3XTw/WE16RZ3MLuSLBdlb1L1mJqm87Uv/S7nTt5Pu73MkXuP4DVcTj59imF/l/d96qfFWi+OKtkqRVFYWz3D5oUtvv/nT/OdJz6HaTrMz+9lOh2yu7vK5//tv6PRmCOWYiVZltFqLXLgpqO8+2ffjW7qFWxVucaoxLAMjLor7cOyyn3YrjlMpEpuMBYrQNMxCcYBSRhXcuhCccggy3K6G1KToOYINeK8YPX0KqOhkNwWis9zFejG94csLhxkNNplMNjGceqVPFspwtJqLoKiMBp1ieMQ07TJ85Reb5M8S8nzjGZjnqk/ol7vMB73JVbEIMvSqoVTFEWIZVx8Bcepy8c0osivkrSiGLhOnTiJmIz70r5M6EmWSUJRVBynXqkR6ZIUVBKUcmlHN50MyJRMbo5sifh8ay7PGyYJODUHr9aqzD8bjTl8f8TW1kW+/PnfYnnpJhYXD9DrbRD44+pDLAUgx+OeIH1IsVABAImqE0aYXmh0OnswDAvfH6HrJr4vKgvDsKWluUKjMS8VZRoYhsV0OsQfbFWrQ8tSq+lyGE5BUdnYOMe5sy9w+vV5tncuV3fA8bjPuz/0Aer1Nt3uekVtvvPO91Hv1Hnxxa8LC/UkYjzuS33CkKk/ZDTuVZuP0knpzJnn+O63v8j99/8NfurnfgoQAJrepEt7uSPgxu0a496YWssT4qCKQp4KteE8y7Fdi+lIDMFUTcUfB9UmIE0zkqlYObaX2sSB/D2n4r0Z98bsP3Abp04JgepLl05iWQLr/+CDH+Pm+47w+X//78il+g+IlaEwglUoEHJo5aalHNbl8iJsNheq6ms06lKvd9je7lMaiEZyeFciDgspNlvqRywu3kJRFOzsXBHEM9kGqBJEJDYKo0pnolHv4AdjTFNoCYpEH0rQmZhHhOEU26kLafg4ZDDYEnMkiea83nHDJAF/7Fcf5rVTXrF2ctjZXZUGkRmu1yDPc1xX3AGEe21enXRI2ejRSFhUK4qCpmqs7D1amVYKEwyh89/p7GE87uK5izSaC5JxOKLZXGDPniOcOfO89K/T6HSWK9nsIJhIMFLBdCqMT7q9dQF2kbOGtbXTjHoP8Cv/3T/m5W+/jGEZ7D26l4X9C7z49RdQ1Kt3r1Ie3ffFa0eRT0vacJUaebbtoWsG3/ven3D+/Evc//AHuOeD95BJwdFyQGjaJsEkFCxDWwyw3LpLlgjNQafmYHs2vc1eRbKKggzTtkikmWiRCs0AJS7xCAl7j+7Fci3OnXtJSK6bllytRpw9+wJnz75Q6TjMze2toLeDwbZIiqMepiV8H3RNlzJuEXEcVvBv0d6FzHVWiOKgqhDKu/B0OkBVNBRLqViA5QrY91+rxGSKQrgGhRJ74vtD6vUOmqoRSgJTFPkcPHA7vf4m43G/wg+kSSwlzAocp0a93mFt7UzFak3ThKVDi2/JtXHDJAG3LjDgpXS3kOsW8uCO0+D229+Dpum8/tr3qwttNBJcgCLPiOIQx6lLj0CxXlxcOEAq24EsS7h06QQgesEyAZimQ7+/KTQE06tS4bVam9Goy8EDd8hecIiqqvj+mE5nhdFwpwIRlbtvTTMwdFMSTkYYhsXhw/eweWmNK2fPE0cBQTjh7OmXpOjJGFUVIJ1SZ8+2PfbvP8ZgsI2iKOzsXAYE+jEMJygoEu9uMh73+MaXf58oiPjQr3xISoR5DLaHuFJduLXUIhgFREGE5VhMhkKb0LRNoWEoB4il0Eg4DYmCCM3QhGCpoTHYFiAqfzSlMdegMdfgQ5/8JV578SV2dlfp9YR/Y57nFcJPURQ2N8+jaXqF6kziiLn5vTSb87huk9Fol8uykqjXOwwG22iaLkRivSbdnkAdul4Tz20wHO5UjtKl+EuWZfKzNCpl4HIboJXkIwrIc+lbKHgJjtOAIieKQ1bXzvCe9/4crx438IOxWAsiVoyu22R3d5Vud00AkvKM+fl9RFFAa/GtwQncMEmgVO0p1y5ikpuiqjqmYXHl8imGox0J8VSF1wAFYTBB1bSqZ+90VtjaulCZg0RxiGU5cm8sUImlVVWWJliei+c1K7RZt7tGIQUro8gXNuHHHmZ7+xJJEkuZ87EUvhBGJyWqbDzu0Wkvs7BwgCurr1VqQufOvoBluWi6UXkP5lkq9syFWG1pmi4FL7rcfe+jdJ9dE7MMt8Fk3K920qUXX7u9hOs2CYIRzz79NR79zKNMB1OcuoPtWZWLsOUKDQDBMEyot2ti/x2JzcNwZ0gSJbgNt4LjlloFeZ6jKwKzkCUpC/sXuHTyMs35Jre86xaO3n8zmxe3CKchJ597idOnn6tQkcPhTiUBryg5pmFxy60P8aFf/jiNuQamZbC73uXpP3uKZ5/9MoWU+i59BuMkkoi9nHq9I30oHBYWDtDrb+DVWlIoNEVBUIRXVm5mY+Mck7FIliXir+QBlPoS5TwokT4RiqKwevkMvf4mpWqxYQgb+lLLIk0TLAvSLGEw2KZen6swIdc7bpgkEEwECGg87tJsLtBqLRFFfiUVhqJKK3EBHVbl3cUUdHmKImM42Mb3h9LtVjgaJ9KCvNwUgBCMKFFkjlOj292osOSlZmDpK9DdXeN9n/gYg8EHOHXqKabTgWA6OjU5QNSEl52mU693iCKfXn+DxcWDJEmE74/RdIMwmuLpLQzDpihypnFIvd7GslxhoRX5GIaN6wp+gC1JOGXiAKTpSSIUlcZ9JhPBe1AVlbUzqywdWq5APauvr+LUnOouLpCMGbiKhDKL9sF0TOqdOv5IeBHW22IfX9qWjboj9hxeJo4ES3H50BJ5LsBWbtOjudjCMHWOPXyMPPubTIc+iioGcNPRlIuvXKQoChYPLLJ8eFmsOachWZLR6NS59wP38uKL35Dr0eya1iivNAImk35VtW1uXRBgHSn6oWk6tXqbvMjZ3BSaD0j8fyTnDaV1XZnkfH94VVgWMZfodtekloTGaNQlSSIiiVcwTbEKHY/7WKZNJh8vh67XO26YJKCoSsULaLWW8P0RquRsC58+E0VVMTWz4geUngCljFdNmn5QFHK9mFR2ZnaFDoyYTAfCyyARnneAoKQaFkgwUUkvnvojRt0Rn/i1T3PrS3eRJRkbF9ZpLbS5eOY1zp17sSKUqKpKTa6ifH9U0ZGzNMHzWrTbS+zffyuXLp0ijkPiKMB1mzQa80yke/LKys2cP/8Sg8EWiwsH2dldJYkjdNes9t7l7x5FPvV6G1XVeeJPv8nf+h/+K+kpoNGYa7xBLyCNUxRVEexEyS3QNIE3iEOBMdAMoUSURIkgCY18Ons6rJ/bwJGiJd31Hrtru+w9KoA6/sivHIqmo5jP/at/y/b2RTyvRa3W5tFPfpK7H72b/lZfAH3iVGwlJiGWY+HUXRbm97G9c6ma0JdD37m5FVIp9qppRuX2nGUJKMInQgyQx0zGfbxaS+AIpHqxmKWIO/7S0iE8r8nq6utywBhUiMM8z6W8eFENCMXgUJP8hli+tqg+2+1lFhb281bFDZMENE2thi6jUbfK/kWRUeTCpqss0W3bo9PZg++PsCyXJAmZTkeVwEeaXf1wB4Mt2XPOsW/fLRx/6fFqSqyqanXHryTFipwoCsikDFgQjNF1jUanzp3vvZMsSbnr/XeRxik33XUTS987wLmzx5n6Q/I8r/bZQhlpiGHaoMN43COOQ7a3L1ew1jRL6fXWSZKYpaVDFEXOmTPPC9de3WRn5zIFBYZpEfhjCaDRpfGKU60xiyJnONimu9Gls9wRWAHtLweylDgDTRfPUVVBVY4DIXWepRnHH3+JV48/JXQXDVtYdM0vkkQJN993BKfmUBQI96HtIZZrsXl+g/X1Mxi6Sb+/xfr6WabTAUcfOIph6kRhLAd20FpoijmFaxFGU0oH6vK9KYqM4XBHQJFVtVr1Cs5AWmlORpFPs7kolJf9EVHkV4nBNB2iyMeTiMZSV7J6H665gURRIAVhJYzadKqEUw6XS+EYMct56xD9N0wSMCyzKtGFVZgiQD9FwfKew3hei9Urp2g2FyiKoiL+lIOeUmGolBbXdaMq4xQUJuOemO4awmgyy1OhGCt3/ppmVaQhEBfGeNxj//7bhOpPklUXiFu32Di3welnX+fkyacr55zSwqoUtCgQ3ICyT87zTFqehSBhqoZhVXttYYVVq3ASpcCJEFsRF3y/vyFYbhTyJBUQ6DCa0ujUSaIfDs+uqOLnlYhEy7VoL7UY98Zohs7O5gbTyUC8X1HA1B9y9lxMp7PCzs4VzrxwllvedQsHbz8oIM5xwoHbD3LHHe/lhRe+Lj+TBo5Tq7wKNE0T7YomKoLIj4RVmZypFPLzjiJf6EqoeiXlZRoWCwv78f2xtCz3K82C7e1Lb6gKSyOYEvgj5MRzkjiSluMRlrSTT5KIOCoqdKJINE6VcIBqc1OqVGdZyp0P3/efTbQ/ybhhkkCpLpNKMkmaxChSEXZubi/9/gZRHBLLNWK5by+HPNXO2bmqTJymCfX6nBjG5Rm7O6viDmpaFLEYzulyABRLyGlRFCws7JdGpwLpBmJPXhQFwdjnT/7173Pu3ItomoHnNWg05ul214giH9dtVCeQphnk+YDJZIDjCHx+KX2mKAqeN0+3u47j1FHVlEZjXpCkohDTsq+uPMv3R1Er/b1SN39r6yKt1iIKCmtn19lzeM8P/Z5nac5od4Qt3XVL4RKn7nL0ntt56cXHaDTmZIuU02wucvnySRRF4dSppzhxYg8f/6W/zeF7jmC7wkb9l/9vv8J9zz/MS088w3C4y6M/84nK/LREHE4mgl9Ra9eZ9Me4TkMKkFzFetTrgrZLIpKDquksLh7kzJnnKo2JWq1dSb8lSSgJY1q1WXHsGrphMRrtomZa5TuhqipTfyQRkTGZKhJpKVlXrgUFBbmcTagiuUcBgT+m1q7/BM/+/3zcMElAN3WhOZfGcnIeyRWNx8WLr5Am0RuGMoUUhhA24oIxCFQstn5/SzjSBmMKCjyvRRQFJPLCcl2hTuz7I9n71Sq1mkOH7uKllx4DYHX1db77RRPL9iofvIsXXxXDrsUDlSiJMESN5AmjS5zCbnWsjlMXA8uiYGN8DtetkyZGZY2eS1ktw7AlZTZAUzWQKr2hVM8RWoUBqqrRai0xHnWFNVdRVB4FP2woqkJjXrwPkR8J89O6y7g35tAdh4TIa57Rbi/jeU16vQ1ZzYjTst/f4vE/+xIrN/+3mLYpDU/g1odu5ej9R5mOptIuPcG0LTRduypemhekcYJuGhSIBFCiKdVcYzzqoemGZIjGBP6YixdfrbQDw0AAwZaXbxKW8dKiLgynFcw7ljMfTRVKQZblVDOg0gFZ042Kpp7EKY5bp16fq+DGuvz/UNrZ6ZqOoorNy1sVf2W9oSjKfkVRHlcU5aSiKCcURfnH8vGOoihfVxTljPy7LR9XFEX5/yiKclYR1uX3X+9f4oeJ1mKLWr3Nzs4Vwkh8kFmWEAZjgQrMUrFKUzXRElAISnGtLRxjpUuM749I5RAnTRPiJGI6Fb50iizlSsWbcoctJv1CnLLX3eCllx6rnIpGo12ee/4rvPDCV7l8+SSvvPJtiiKrSkZN1RmNdmV7YjIc7hAEI2xblJJ5nuFIa+uFhf2gKLRai7Tbe9ANMQMpLyzDsOXvnaJqwpzD85p4XlO2ScJYVRCnBmxunpczEXFBeC3vR37f4zBhuDNEUVX6WwOSSMwTFvYvUK93Km3GtbXTFcz3Wqz9zs4VvvUfHrsqhSZ9DpIormTWAAzbIA7jSoEpkxTpLEnlTl/DNO03IAPTNK4ERYRPQFpVQYYp5MHPn3+Jre2L9PubYhhrWJVsvWGI+RAIher0mo1CaUqiaTr1+hye1+TTn/lNbr75foaD7arnD4JJxWcw5Rao2VzAtN8aBiH8cHoCKfA/FkVxO/Bu4DcVRbkd+CfAY0VRHAUek18DfBxhRHoU+A2EjfnbHuE0pD23hOvWybKsQvklaUwYTiiKnL17b+H+Bz7KwsJ+bLsmess0ZuqPGEoUYJallW+hItljqqpWtlaqqlXilEJyKpUXlmgvDFNQXn1fMMuEVZXYRmRZSqu1WHEPDMMkTqJKxajIM1HaKxrNxgL33ffhSrKq3V7mg3/zI4A4scoEIk5qIS8GVCw1sV8Xe/JBf4vS3qxWa8mEIeDRuZRVP3bs3XSWOz/y+14UBV6rhqZrpKloBVRNxfasao0WRT6Tcb+CzZZzk5Kx99JLj3Hieycq/oKmCVUjRQFN+hKMdkfkWU4SJWiGcEG2HJPty9uMR12pC2FTq7XJ80za0alC8z9PryofK6ok8Og4TqMiBpX7/ygKSJKwMpT1vJZ4T2UFKQaTpdaAcB8ajXZJ04Snn/gLLl18FdupoSoqmqrRai1KlSFdQsYFHsWwjR/8hl6H+CuTQFEUG0VRvCD/PQZOAXuBTwG/LZ/228Cn5b8/Bfz7QsTTQEtRlB++kbxOoaqqALKoeqUJWKIAVVVHUVR2dq7wyivf5vz54+R5WgGCXLdOrdbG85o0G/OVslD5p+S8q6rOvn23ytbAJ89zGo155uf34UoREU0zhPqPU6NWa7Fv363VXGA6GTAc7lCvd3DdRnUxl1TnWNKLNd3gvT/7Yd73Cx+QSsURly6dIA5jfuHv/1ccOngHSRIyGG5X0GNFklsiua0oy9DBYJtESqQFwQRNE2hGQXMWmIFmc4F3/+y7f6z3XdM1DCk1pigKURBBUTDcEZJuqrwrl2QsIdlto+uGWJ9JubZv/Pkfcv7l86RxShRE2J7gCkwG08pUJYkSvIbwmizynNXXV3nsC18iCCcV1yCQegJplqBpOktLB8VxappY+2ap9KUMKmJVvT4nKjxN2JXlWSkCIvQemq1FYW5S+Q4UMrGIOYzj1CjkZgdF8ELCyCeMfCk5J8xTwmBMv7/Jnj2HcWpvDYMQfkRlIUVRDgH3Ad8Hlq6xJ98EluS/9wJXrvm2VfnYf/qzfkNRlOcURXluMhr9qMf9I4eiKrSW2limjaIIFSBxAYmJbKlS0+2uo2ma5AokGLqJ7wvjkvG4V2kHltzxcqoexyH33PMBPvqZX6TRmCPwR9Lz0CcMJ6AolNbZ9UangrWurr5OKr3nUBRazUX27DlcEWDq9TZpIsQrPK8phnqmLe3DfXZ3V3FsAfx55itP0ZhvML+wD10zpHdhiis58UuLh5hf2Ifr1nnk0Z/jfR/4tMQ3aDhOA9O0qjtTLPfcWZrw0CN/A8uxfqz3Pc9yqVUgNAPjIBY9byCs1W050CzpuGWVUtJyFxYPiMSbJvzp7/0eWZphWEa1/iuKgsH2kOHusAIfBWOfV797gi/81u9w5szzcoCaVWg923JptRbptJfZ3V0lSYRJiaKoeG4Dx6m/QdCjKDIs0yaW4CzLFtLwSRyRxBHd7nolDJPnuWR/GrhuUypax1JhOpfnipgbaJpAq06nQ0ajXQoKbLtGsz3/liaBH3owqChKDfhj4L8vimJUnvwARVEUiqL8SE4JRVF8FvgswIEjN78lLgtzezrMze9lc/OC5N7blcR0IgFDpY78tbRc07AwJEutxOCnaSzVgoTizU033cMn/v7P8v0/+z7nzr0kPOhMmyxNKh/DkiAURcJNuIT4ApjSJ2Bufi9Lew4y6O2wtXWROBabCCUXz1M1Dd8f8cxfPEO3u44t3WxM0+GFF76O74/Z2rwgyDeWg+c1CYKJgMamMYE/IkljThx/ivn5fQAcPHgHjfocfjBidfV1wnAqmI7TAbfe+jB3vveOauX3o0YSJcKwdBpWAqOl8ehwuCMNPrQKgDMYbFctTBhOsUyHwWBLkLy2L/PEf3yCT/93n8IfB/gjoXq8eGChmqZHfsR0OGGwPcA0HW666S76/S1JwBIX+2jUpdVeYjzpV62hUGl2iOKwUn4qcSOe16yGpaWVfGl/VuJAxDkhKqdGvYOialLibJnSyFSY1AryWlFSiKcDLEtoHQjbMq1SYnqr4odKAoqiGIgE8HtFUfyJfHhLUZQ9RVFsyHJ/Wz6+BlwLd9onH3v7Q1FoNOZYXztDlmd4XoswGBMnUbX203Wzkq7SdYNud528yKVjTU3erVIGg60KLjo/v4/3ffxjDLYHPPntP6/YiXkufOXKtVDgCw3D5eWbGI12BcZA7p7jJGL/8k0kccj5sy9XBCfLcgn8EY7boNdbr9xtTpz43lUiiqJiWQ6W5XDlymv4/pB2e5lebwPXqVcn8aC/RaM5T57nXL58im53gyLPuHz5JLbtMZby5HmeV26/D33spzB/zCoARM9ebhUUVWGwMaAxJ5yP+nIWYVku83N7OXDwdoJgUrVShiFQmsPRjsDW2x7Hj3+TO164g0N3HpKORwa6Kd5HVVPQdJWVm/fSXGjxnvQ9dNe7BOOA4e6QZ594XEiCHbydMJyyvn6ucvsRasExjca8OCdkO2AYAtCVpjGt5iKqpld28sJctoZt1yiKnN3dNcJwUpmKmqbDaLhDFIeCWxBHaBJfIuDGdebn9qLKyrO0QlfeInxAGX9lElDELf//BE4VRfEvrvmvLwG/Cvxz+fcXr3n8HymK8ofAw8DwmrbhbQ2n5jC/uIJ6WvzapWGkCbhesyr5TdNmONim3VmutgCqqjEe9ytWn+MI4s3tdzzCez7+Qc68cIbvfuWrUuvehSKnVu/IIeCINE1YWDxIFPlsbJxn/75j7OxcwZcnXJ5n7D94C/3dbVRN59VXvo0ldQmzPGNr62IFWEJRKPKMIJjQbi+J9ZMcogXBBE3VME0Hz2uRJCELCwfo9zfxai2BWZdDQ1OKWpRVj+3UpfTVlDCa8vBdH6f9JplsRSFaAsuzCcYBXtMjiRIe/+O/qN7LNI0Jwgm1Zo1bbnmQl158rOLpl+W07w/JMsGw+4N/9b/zyAd/jrmVOS6+epFTp57CNG0OHbqL+b0LNDp1lg/vwbAMFg8sCjjzyOfBjz5QSZn9+W/9Cbu7q0TSg7LULAiCEYZhs3duhSjyGY26GIYoza9NAEIXIGI43MW2Pe6++wP89M/8Amtn1rh8+WTlRwBU3I9M4gSSOCKS7eFwuE2WZRWQaW5uhdvffdubes9/1PhhKoFHgL8HvKIoykvysf8H4uL/nKIovw5cAj4j/+/LwCeAs4AP/NpP8oDfTOiGxsrRFdQnhZhkq7VY3XnKvf/i4oGqxNvdXSXL0ooFWBQ50+mQ+bm93HnX+1k6uEx7qcXzjz3Ny698u7p7ptJIJIlDkHLkiqKxvX2xGjbGScTCwn4uXzmFYdiiP91e58KFl68ZLmVVL2tZbtV6CJ69IwZcSUyWZ5imXc0RwnBavZZluSwuHsC2Pe544AG++sXfJ82SSlWo9E6IoxDbqVXeiY7T4Mi9R37sNqCMsmssMmnoYepcPnWZ119/RvwOcr4SRT7bG+ssruytktXKylHpCygkuMp2odFa5C+++O+wJfR6NNxF1TQuXz5FzWtiSFh0s7nAnuXDHLrjMLV2jZ21XRYPLOLUHT72K59i88JDHH/yOU6e/J6U95qrgEGlLJgmocOOUxNwX0vMlEr36lKv4LXXnmZ19XWWlg5V3wtIQFCGLi/yUoTGcRr4/rACfum6aDf377+tsnd7q+KvTAJFUXwX+MvOhA/9gOcXwG++yeO6LlEUMLcyh+s2hNqvHH6VF4+qarRbS6yunamUZE3TkjblBq3WEnfc8Qj3feh+vIbLE3/yBH/+x/+OLBN2Zu3OMoqi0mjMCxSZpjMadbEshyAYoSoacRTi1Vr0ehukacJk3KfdWWY42mEw3L4GCZhWd3hd01Elnr90OhYXeJkIxAmXJFH1u9m2J+W3M9I04fb77+fm+47wxNfqlXjIdDqqDC8cp0GShNh2E98fcvToAzTmGm/6Pc/SnHAa4dRsNF0j8iNe+e5LGIZd8SlKV55Ll06w/+bDApmn6ly5cgqAQ4fuIk1j3v2RD3L2xTO8/PK38GotSmXnWr0tB3GJvHvv4jhCTXpj4yznzi0wmQ6IIp/5+X3cfPP93P3+u7nprsMcuP0gd758Py8//Qxnz74AICnU4zdoMAyHApilaRqNxrxQPZY4BoELyCszkpLjoSjCKdp1xU3EMm0UVSPPp4zHXTn47VRJ0LJcbn/XXW868f6occMgBsswLQPLdAjl9Ff07gLu2Wkv02wtkuUZGxvn0TSN+fl9LC8fFmuyTzxCZ7nNk198itdPPs/GxrlKQtxxakJ2Wq7CBEU3wJFbCIBMSlSBtCuvtVlcPFDRTIUAyRZFkUlfQbtCoZX9uik1CkvQT0lcaVsuSRqzuXmeTmeFOA4r+HO/v8lNylG2Lm3L9kPc6Wzbo9fbQFM1FFUTzjrBBM9r8cCHHvqJ3JFMx6zUiPubgoexsX6uuiMq0hnJ94dEkc9T3/oLdnausLCwX8xDgglBMOaRj/4NumtdicEXwqOqKhCOpXJwozFHrdZidfV18Xu4DTTdoNffFPwA02Ey6fPtb/8R5869xH0PPcpt776NO997J4fvOcxL3zzGM9/7WiUHL/QBBFGs2ZwnigKEMc0ATTOYToe4bpPxuEuShEKOTJqllluXEt8RRr4gq0nbOYFTUOTXSvU9buNHB2S92bjhkoDb9Ni3/xjrz5zFkqsiYTsm9OWPH3+cRmMOz2tUdOH9+2/Fa9V46Zsv8dxzXyHPS4MIAQYRH7ZOu72HXm9diE4iJvnN5gJ5Lrzwykl9lqUcPfoAH/+VnydNMp78s+9w+fJJ+n0xbAwkurDdXqbdXuLKldeIogBd6t2VGvulNJqYLI/wvCY1r1UxDj2vyWQyYHd3lZMvvEAqZbQNwyJJxIrOdesVjmA87qEqKvfd/yGa842fCIElS1JhU65rlQ/haNylkDLrvj+S5igCUyE2E3NMp8OKa3Hx4qssvniAl156nEfe9ymBldCugnH6/S0s06bX2+CWW94l14vid9UysR60pbmIogiM/vr6GXgGRt0hR+69mZvvu5n3/sIjnH71RdY3zuH//9v70iC5ruu87761X7/ee6ZnxWAG22AjQIAACBKUQIniAprWYskkbdmWE7nscuyyXZWkyo4rKacqrpST2E5SlbJLXlJetViyLVmRbEmUKFkSw1XgBhAgSCwzg9l7X9928+PcezFiSAkUZwE176tCodE9mHfnTvd5555zvu9r16HrhtrDayYjuhgAq8L3e+L3G1ExMyTrN9fNolgcRhgGqJTnhIqQrrQQ2626UnxqtxvIZIqIogil0lak8uvbGQA2YRAIvAA7D+/C9PROVKvzAKAmxqwVMuCapoGB4fLlF1CrLaLZrGBi/CYAgO97KBSGUKnMCRMKYgpKx1s74cKybHi9DuZmX4Vp2Yr4EwQ+CoVB3Pn+U+gf7cfpR5/FCy98Q9Gae702UukCms0qLl96AQsLl5FOF8jZiIfwvB5cN4d2uyGOLGk0GhXk8wPQdR3Ly7PodprEiOuQq7Dv0bhzt9tCPj8IAIohyYQHg5vMkIiqZuDmu25+Sx2BleAc5MZr6EjlUjjz2BkA5AocCls40hD0VB9fOj/L6cyhoe2YPLIXdSHr3hJ3Ys/rqGnMhJNGzyOLt2JhGJXqPKRFu5wGtCxbaBFaZBZTmcXjj0/jheczOPryfTj50EkcuuMOnPnYt9UHt9kkrwNiHgZiItQhGTaRjbluVrT/enCstDgK0OyJk0xDEyPnpAmhIyEEYxIJFxAuUZqmYev2SbjZ9c8ENo0N2UoMjg8ikxbmoV4X6XSRWoO9lrCUztGknTAUlXr2tp2E46QUj1xOBwaBp5xpKcUL0WxW4fk9JERBiVR9DZFl5NBpdvDEF5/EVz73NySzZZhw3RyiMFD9c1uo5NZqS7At4twnhVONnHH3feLQVyrzmJ+/TG98y1YtSOp1d+B5XeXI3GpVhboNTQratgMmFHaO33nfqmvbGZYhRn57OPP8t8U5vgDHSSu9RC6MYeQ533UzKBSGcPToKRQKQzBMGru++MoLoqJPd3c5XdlsVkRtJ8LS8gwYY6hW59FsVtVxjHMuxrJ95QPIeYRKdR6PP/YFPPIXX0HfcBE7dt6iAoW0cpOeA46TosItuJolaDVpJiHppOF5XUUea7VqKksAIPQnFoSsGwU+plF7N5XKY3z/+Kru+3X/fjbkqhsMzdAwNDqBC688I1pjUj2WBnGYaN9wMR9AYqQpVKrzMHRTzQDMzr4i0u6cGvxxnIwykpBHgCDwldGJZPR9/fP/B1evXlB3Es/rwet1qACYcOG6WSwvzyCRoOpzp9uEH3hICTtt2cqiN6iBAwfuxNzcq8qa3Pc9QZwxlTuu9NorFkfQalVVRVxqG/T1jWL/HfvJPWgVe9WBFyBdSOPMt15EvVFGKpUTMuw2Ek4arptBqbQVS4vTuDp7AQCQyRRx/088jG0HJvDIX34Vn//rv1YMvUymqFR9DMNSxCPTsNBqVgEAnBtKQUqqQzNNR7t9bX+kh6Tr5lCrLeLrj34KUfTjKBaHcfXqBRL5ENRjzkO0mi1lVso5R6EwiCgipqC0Je/12upni8JQuCEZ6PbacJy0cDxOwDQtpS7V7bYwMDCO/tH+VdvzN4NNmQmYloltB7dhaGgHAKBWW6JWYbcFxyGegJyIlNLeksZbq5MxRhRFcBIpRQPN5wfJfUiMhHa7TRTyg8KzYBmck3eh73fR6TQVTz2dyiulIGltVa8tYXl5RthrNZTVtS6Yf0k3SwM9QteQMYbnnnsUS0vT10wtIiml1VFtw6WlaaVCvHXrfhw6dDdZsocBut0WbrntTvX9VhNRGGH2lVk8+S3yRtSYhkJhGPncAAqFQfgeUXTdVA6l0lYUiyPwvC5eOf0KvK6Pkw+dVFyGdrumTEflGV3XdDL5bFZItyHwoAsi1513PYjxiQPo9drodOqQRq1S4YeKjw0xsNVVduWOk0IQBjCta0QnDq4CiDyWSNEZ2dbN5weQzw+SqrRJAidhFCrnYc45dJ3WW6nMKxPavQePruqevxlsykwAAIojRYyN7cHCwmWSeIoiuKkchoa2o69vFLpuoFpdQL2+pFh8jUZZzbQnEq4QIInU2RE8gmHSWZoxHRGXaX4WjpNGs1mB45CMOBWayMJcDhSZpi3O9oZSEyKZc5KvIi88Yq7V68skTBH4iumXzfTD83uo15cQhr4gvvhq+pBzjiDw0G7XcfHic2CMoVyehetmMTl5Kw6+62YEfqCsxlcLqZyLp790DtL6q9drI+KRKrBJ0xDpiRAEPkzTwtLCVXVEmNi5F+fPP6nmIeTIbRSFMEwbhhi7rlTm1e/GMC2cO/M09h44Bs4jvPLKaVXzSaVy6HZbaDYryo8wmUxjZuZlAGQpzjlHIIK/pAlLl2NZr5ADXJL5KMHAlBqRbZMfAikTE2NUdkc8vwfLtDEwXlr31qDEpg0ChmkgN0BncNtOImG7NCnXaeLMmW9RRQvkbmuaNiqVOURhKM5w9IEidxqqKdg2tZ90TVfZgJQy63Sa8IQEla6b6u4D0Ax5sTiMVqsGzjnK5TklWyXTStlzlrLWJEDBhJGGCY1pyOUHUS5fVW23ldJm0rdAZhQkolFHOkO6iI1GBTefOLpmHHbfC3D58ovodBqCbakr4ZAwDNDfP4ZSaQxXrpylwqjIjnSdvAkCn7IaEkapIpMuKO8GSump1Ss1/qTwR6NRxvz8ZTDGMD6+D1NTL6FeWxKO1HQHt20H7Tb9LuRouDw+FQrD6HbJ1FS29DqdhlAWJrq31+vCEO1mKYUutRu6nSYcESQSwqm4JToNcv5D1w3s3XcHBsYH12Tvrweb8jggMbZnDAODE0T84BEpvrSqpCbco/Nip9NAuTwL00ygvzQmzu9dak+J9FAX/oPpdFGlfvJNKN2CNN0gUo5oF+ZyJZLWAjA/f4n89mTaKKrjsv1HPnk0JmwInTo5kaZpBiC4A9JcUwpZgpPdugwqrpsFYxo6nQacZAacczTqdFfceWQXvO716Qe+WQReoI4/XUHTrdeX0WyUUSptxeDgOBYWriCb7UM226/qJ/X6MgI/gN/zMTo5ir6+UUxM3IT+/jFhHlsVM/6hqn1wTk5RRPONUCwM4dKl5/H441+gI4RQ+w0CDxDkMakUbZq2IAHRnX1paZrMRTWaMG236iI4ycGtJBwxzZjN9An/QClHF6rWn7RV13UDO3cdQaEwTAFN1G8O3XkUuqF//41cI2zqIOBmiL0lbaWlFLgjtAE8jyyx6cPDEIa+srFKuTmEYQiNaVguzwr1nyU1A04fxIQgw1ArTJJgHCelDFHDMESv14Etzp1S5cgXaT1lBD3RDsyQujCAXG5AMQ85D5WMmSxk1utLiEQvXg4UAcCePceRzfSpdLTXa2PfgePg0doROTVdU/MU6XQRbjJL3g/5QWiahnPnnkSnXSdar9cVRdYIV6++QqIg5Qamz03j2O33wnVzMC2bhDiEJqIlhFqsFXbjSj9B+C1IIVI5xZdIuMKclim/QjkXYNuOMmMZGtqGoeEdZBTCr3UwiNzlwLIcqvHUl5TuhMbo/dRoVtT3TqXyME1SKyKlaxP9/VswOjqJoYmNldvYtMcBALAcG/tvPSyq/ORFt7x8lbgCK+7oNMMfoNWsqlSw2aK2kKZpyApmnu/3RDXZhm07yvjS93s0uCIckTmPxNAQnTP7+7eg2ayIdlkDhkiVpfgJAEiHW89rCs59IJySdTAwNBoV4aScQMJ2ERi+0FHUxUReA4X8IEZ3jFFaXF8m2mu2H7uOTpIc1xrBTtpK4ovzSBmjqtYp06gCD46eaLGRDkML//jxzyCb7cfMzMtKAlweBfKFIfR6bVUr4fyamce1diN5LMo2oZw/IKVoGTQT8H0Ptp1E4PdUnUDyNx76tY/gy3/+JTz11BeFyIutVJAcYSTKmIbA95QjVSgGuwwR/EnBekkF3yDwUanM4b0f/siG1QIkNnUmAABje8dw6x33QjrR2LYjeu10x9V1g6SgdBOhmDyjOw1V0aW3PBXfHFi2g3a7LlyK6fzvJjNIZ4qi9+wgYbvI5UoiiNB1fdG3tixbCJdmkUiksLQ0rUQq5Ly573eVcjIDUxx4207ivQ/+HNKZgnhz26jVqC9NlmeX8cy3v4lms/pdeniGubapaKaQRjbbJ0Q8TSHDRoEuCHy02nV0Ok1VQZfVetO0ceXKWczOvoow9FGrLSp/ANqznrAgpxqM42Qg3ZqlJLjUawCg5N5sO6lMQ0wV5EM6WoizPmPkRXDp4vN47LPfxvEHbsMth+9FsThy7WgmaOcQR4RWm7QmZaHWtpNKIJb0EtJqajCZzOD48R/F0PYNF92Kg4Bpmdi6f6uwCSf2mWR2aaL1RL3frnoDST87xhiazaoaLW02K1hamlGjpb7fQ6tVRc/rCpYiFeaC0EelPKsyjXJ5FlDV8hqkAzITDkmFwpAIBIbyEQijEBGPMDi0DblcidiEYvy31aqr9hlV2m11pFlYuKJqBO12HcXiCNzs2o6qurkUMpk+ALgmGxZ4sKwEXDeLZDJNrVFhzyUFRejDHKDTaSCdLiIt+BW+10UikUKn00AY+NDF7EajsYykk8bAwIT6UJNhDKX9URggDH3hMUjEKst2RM8+o4qplCkQA7NaW8DnP/tHeOZLT+PkQ+/Cjh2km5vN9ov2XwBNqDTrug5XaEYykHaFzCg457ReURRkjGHf7QdgrjNj8PWw6YMAAAxvG8I7Tp1CFIViZJiMJi0rgVQqR61DQSKSmvPka1gWwpPUMkwmsxgcnIDrZmEaFlKpPJLJDFw3A8tKoNmsolKZp3lxUcRznBTSqbyi9TpOWnnYd7stpFJ55YSk6ybarToVwjQdrVYNxf4h/MiDH8bQ8HbUG2V89QufQaUyB/BIzcpLbb16fVmZiUha6+j4tjWfV2+UG8jnSX2OrNuXEfg9VKsL2LnzCMbHb0IogpVhWEgkUki5WYyOTmJgYBypFOkiLJevotttIeIkIZ7PD8CyE+pDrmk6Ot0mrl59WQ1x8SgUNRWyFpN2blzMCzTqZcUgbTTKgpBkKXNR8g808PjjX8Dcq3O4/18+gMldR0k+3naRzw9icvKYGiXWRMU/EFkHACVlJ8lOum7iyLF7N7wWIBEHAQDddg8HTh4QKsOU7pN5aASvR0W1coV0UTiP0G7VwZiGtGhVEQmH7q612qKyP2+3a2o+3zBMIaWlYWhoG5aXZ8Sdid4oNDsQKrKRrulisq6LKAxgmjY8r4N0hhR/wyiEZdp4+dzTsN0EXDcnhpF6yOUGoBumGBumVJ9s2G3R1w7VkFCulEO73l7T/eURR76vSGsQevyWTUeh8+efxNTUS0rslDFGYqhMg+9d64CQCKqBwO+pTCIMqY6TSKSgazoC31PsP+kZAXFsozuyLOxpSDgpmuFI5VZYv5MKtMyeut0WDJ1+v77fwxc++XF8/ZNfx/Z9+zA5eSt27zmOrVv3YXFxCoxpsATN27ISMHQDvS5Rhg3DIp2JwFOGM3uO79nwWoDEpi4MrkSv3cOJ+9+Nv/+zKXie1IHjJLclCnmZTJ86Z5NqsdQi7KhjgmTo0WQaDceQdoCHLVt2o1pdwNTUS+Rl36oKv/oeuJghoKJXTkwVko6BaZFbUDpdVNVmgMZna7UlfPXv/gFDQ9vRbtdEwS9Q0tiZTB88r6OGj8hTke6GmUwfxvdtXfO9ZRpD32gf7ZXXQSZTpA+NJdWcadTaF+SoTpuETRYXr6C/f0yd3103RyQtcc6XHQ/LMsA0HZquq2MbPZ8QeoG+6rJEUaCmQAHANEPh/7CsOhiGQR2EKAzQatfFuLdPHgiPXsbw8A5Bw56j78MjYf9uimvpqn3MQZZ2csQ5jEIcPfFu5Eq5Nd/360WcCQh4XQ+Tt05icHCCFIFTeWjCVqrVIv6+LPjJEdFabVH07LvqDddq1WBZDnbsOAzHyai+cdJJw/d6ylMgEow0XTeRzfQJKbCe4vlns32KWQgAk7uOoVQaU+tttWpYWLgC3/cwNfUSLrz8NFW5xTFC0zQ4iZRKsUlLX4PrEgmm1arjwKET66Ziky7QkciyEmjUy6rmIXvwUUQ03CDwhGVbF9lcCYEw7KTaANGwm2I+oNEoo9WqwhCMQindbejX+PyWlYDGdCwuTqlujLQKk9lCp1NHMpmGJZSYDMNErbZIkmBiWpCMSzQk7CTK5Tl4Xofk2SIiQ2maIToXltIr9H1PHBnoKKRpOoaHd+DAyYMbOhfwWsRBYAUCL8CHfuUn6c3Ra6HdpumwvXtP4Kab3ikkvH04TgaJhItSaasQ9whRKc/BVw46lEmk0wWk00WSoAo8RDyC46QQReQAJH0A6g06l7rJDLZvvxkf/OhHkUxmEYY+vF4XzWYVzz73NbLpEkUr180ilyvBNKnj0O400GpV1R1JFr2Wl2cQhiGcZIY8D5oVBIGPfH5gVeTDrheZYka0QqtwkmSZRs4/CWGOQkYprpuDaVqYnDyGbLZfFAxJ1ccWDkKRCKSSetzu1NVota6b0ETrLwwD+h2KWouum0qHAIBihVJ71xNHBEtw/Q102g0YBqXvkk8hJd6iKKKBMkbcEUsUfQEoIxFN09BsVVGvL6HbbWF4eAfufui9N8wxQCIOAivQrDRxeP9OHL3tHpimjUJhEKlUHlNTZ3H+3BNoNspKDEKy8CRS6Txy+UE12lutzqmWo9ejoFCtLqDTriOT6RNDKxacZJqm5DpN6IaJQ7edwNjeMdx2F5F7JMNRKgV1hfgl59doqYa4y8/OvoqE7apCVKUyj2Qyi263Cd/vIZXKIZXKw/d72LXrFvStI2vNtE1M3nQQ3Q6tpd2uo1pdoOON7aqpvUh4LQ4Oj0PTdJTLc4r002xVxTGmeG3qD1DFWcehLEd+uB0nBVvIyneE3ZxU/pEFU6L1ppFOE31aWsrbdhKWnUDSSSvjkjAMVLbiujncdsePwBHdgG6PJhilS7RM/5Mi+Obzg7jrQw/8QC5Oa424JvAanD7zCk793ClcfuUcpqfPQdqJR2JMWJPeA5yjxxh8rwcnmUazWVWaAfK8KDUIICbMgsCDbphqgs80E0rSK5XOk022oaNZaeLKSxcxNLQdnHMxvmqIc39DDQolhImppD8nk2l0uk3wDkfSSQuRy0Dx9n2/q7oCR+5bX9aapmvYc3wPnvr2dszNXSQ/R8OE5/VQF6q8AFBvlGGaFnYc2oHq8iKKxSHiVCxfhWlSbaTdaYALIw/pkRCGAer1JRSLI1hcnEIUBSpwBiItJy0Gsn+LwhCaUCjyejR30V1Rn5DDX75wQAKAvr5hRQCqVOYwdYkmR0lzoArGNOU3kU4XlDyZrpvYs+8Hs3FbD8RB4DXodXpI9Gw88C8+hD/+z/9VtZ4AGkahAp6h0kNJ2JGiIPe8/yFMn5/Cd77zFXE2JDEP07TRalHLjhyADTQay3RRHiGT7YfndfDoFz6LZx8bwPnzT8GybGiagUJhEIZh4cqVs6rCXS7Piu6EJViNKXhel8Q5GIedcJFK54WgZx2dTkOJWR47fmpdHW4kTNvCgcN3YOEfryCRpL3MZvvRatXQ67bQ6XRgWQ6Gh3fgwncuoFZfFHf4lOp2UKDVwDQNWgRoBmkokqGng3x+AN1uU+1LtboAN5VDIuEqv8coCpF00uQPYFhIpfPwvA4GBsZJ8MTNod1pCB4BUX2dRArJZBrNRkV1gTqdBkZGdmF65jzC0FfCIuXyHCzLVvqQY2N7cMvdt9xwxwCJOAi8DhqVJg7cshsHD57EE098EYwx0qjzidSSdDMIxJgt2YKRZn0+P4BOo43lZTIJ6bQbokWoo15fEqOqhioiSUEPIsAYgkdA1mIJwTGo15dRqcwL0xMf2WwJ9foy8vkBJazBmK4MUQES4ez1LlPvmpGGQTbbD0cYkew+vntD3pBMY9h1ZBeefXqLcASi0VrJyZctzXJ5Fq+++qxycLLtJIrFEfV1Ui6+US+ru69pWvC8HhYWrqDRqGDbtgMYHd2FmemXMTX9EqkXSUXp/KBSIioNjMMybQRhgHx+ADsP7kV9qY5vff1z6Habwo+A2omtVh26QQpD9doSCdIkXJRKY6hW5+G6OZXZ1WqLyOUGkMuVcN9PvR/JTHLd9/t6EdcEXgdRGOH8S5dw50+8C8PDO5WkdMQjJN0MwpACQCj0+6Xj78WLz+Nv/up/4OzZb5MzUf8ofS2PkMuS6agnpLEkcSUIPDH7X1ZGnK1WXaWktu2Q+KigsNZqC8IVWUcqlRcqxfa1HnuvDSeRQkLQnSHsrprNCglx7j2E/MDqyoe9GaQLaezdf1zp9dEIsyfo2Elxx66TVkIYoud1sbhwWXy4y0TwclIIwwCOmDSUvhGtVhXVCulGXrr0AvpG+/HBX/xpmpsQQzz5/ICSYpc2bEEYoK9vFEHg45l//mdouoYTJ9+L22//gBrWajTKqFbJOg6cw0lSYXN+/hJGRnYptub8/GVBSSaD1cN3vGNDdAPfDOIg8D1gJ2089Cs/C9tOIgx9SDtyAIpJZtmOOCfSGzeZzCideRIkcci5pragyERBQCImjkMuyZ7QCJCKQ5Ql5IXwaQ7l8hwAiPnzDMbH92N0dBLtVg212pIIGKHSJKA6hAaNaUi6WdHeMjA2RvLaGwlN13DoPYfUSLOmaUgms4owRGO7lBGRl9+AElnNZIrkHQimlJXI2IXagq6bgyGm/aIwRDKTBOdQHAIZsAcGtpIBLICF+UuYmjqL06cfwfzcRczNX8KjX/40vvPko+BRhHfe8z5s23YQvtdT7daeaMOSNgMVObdtOwjg2vGQMYabDp3AzsM7N3K7rwvfNwgwxrYwxr7GGDvDGHuRMfar4vnfYozNMMZOiz/3r/g/v8EYu8AYO8cYu3ctf4C1RLvexsD4AG69415BGa2j3a4rsxI687WV2pDndZHLlWj4R3gdEtMsRaKYYvZA03TYCRfdbgvtdg3JJLUcc7mSssPyfQ9LyzOo1xaRTIoin/A4JCabg6SbhWFYSKcLyOVK4qihYXBoG9UjAg/tdkPN5x84etuG1AJei0QygaO33qeKbLRXWbU3vt9FwnYRBvR6r9uCrpuKidjzuooXQFLiHkyRDUkdRdt2YFoGzj91HtXqApJCP6FSmQNjDEdvvZf0F8Q0p2Ul0GrXEAhJ91p1AY8/8Xk89c1HkcuVMDS8XekV6LqOUmmrqg1cuXIGCwuXle9kr9fBjh234OipjdUJuF5cT00gAPCvOefPMMbSAJ5mjH1ZvPb7nPP/tvKLGWN7ATwMYB+AYQBfYYzt4nLq5W2GxalF7LltD1567mm023VksyUkkxnk8wOYn79EZ36QgQapCnXhulnSmBOtO3mXl55zluUIiau8KIxV1RFDCmdSjcCHzxiY5MiLAqXsge/YcRhPPPF5GpcVGQZjDHNzF1f0uzV0Ok0UiyMY2zN2QxSnZG3g7IujpLMXEXHK87qwbbpr2wkXVq+lfBp13VC2cRCjvzQROaIUnACIiUAHdsLFc986Dc4jOE6ahGK6LSSdNCqVeZw7+7Q6YgVBqMQ/LMtRY8u2nUS5fBWLi1M0QRhFShqsWpmDbSeRTpMwTKtVg2nayGb7UCyO4PB7btnILX5T+L6ZAOd8lnP+jHjcAHAWwMj3+C/vA/AJznmPc34R5El4bDUWu1FIuAnc9+EPYmRkFyDS/Jnp8yoljDjp2kNU/sE5Uqk89aPB1MQgFQ8HSfo7DNDr0kBSr9choor4sBuGiVazSv72IXEESKWG3uCcc5w+/QjK5VncdNOd6OsfRS5XUqpHdHbOIJXKAaAU9Z4H34tsf3ZjN3IFisNF7D94O7rdJpLJrJIPlyPRNI+vK7v4SByfOu0GsELeq9msiIr/Neal5H9cvPgsyuVZsgcH2YPrBt2tr159WZnHUl2FjkzdbksFW845DEF9ljMhJDjShWU7SDgpYkOatuB20Jj28XvfecO2A18Pb6omwBgbB3AIwOPiqV9mjD3HGPtTxpisNo0AmFrx36bxOkGDMfbzjLGnGGNPNev1N7/ydUZhMI8j73wHcvkBcM6xXL4q+O2BMqdMJtMkLNFrY37uIs2MizcoTfIZqFTm4PU6MEULCaAZ906njk63iXa7Qao2ouAFxgDGMD9/CQDE4EsdtdoSqtV5XLz4LJYWp5WSrSu08XXdUJyF/fvfgcJQcQN37/+Hpms4+K6DGBnZSdp97TqajYoS9yB9/ya4CKiZdAHdblvtYzbbr3T/5CBPJlOEJXQg2q2aogx7XofEWgxL6QlaloNkMottEwcwODiBUHhS9vWNwrISQjwmgGU7SKcLKJXGYNuOGElOwXVzSKeLZE/mkT3Z2NgevOOBuzEwPrCRW/umcd1BgDGWAvAZAL/GOa8D+AMA2wHcDGAWwO++mQtzzj/GOT/COT+Syrx148u1BufA1v1bMbn/oDqTp9NFZDJ9GB3ZRUq/XhccHOlMERGPVHCIohDZjNQKDJBwUhgojQNCuELTDNVqzOVKyKQLGBnZgUymD6XSGDRNFxJZuhKzKJXG4HldciIKiZ5rGJYQMyXRk2Qyg76+URy488ANcQx4LRLJBPYdOI4oDJBw0nCSaei6rmTBABrBbQop8f7+LUr+S2o8cKETSG3cFPr7t1DgSBdg20lkMn0rzEdC2FZCTXs2mxVAai8KibmFhcuK7SlVg1rNqjAR6SiDGsYY5ucvClGTLrZtO4i7PvTA2y4AANcZBBhjJigA/BXn/G8BgHM+zzkPOQ1w/xGupfwzALas+O+j4rm3PUzLxL537McDD/4sikWStlpenqHJN6EHUCgMYdeuo5iYOCBcfl0YholqbQG6uIssL19FtbYAy7LVHSfhpNDrtbG4eAX1Rhn9/WPYvfsY0ukiqpV5IZxJhcGWuMstLc1Q50IIYTQay+LuqKFcvgrP62DfgduQ7btxjgErwTSGvbfvRbFvBI0GMe1kt0NOaq60CZdGK4ZuolgcQbtVEx4ANNZbry0qUlG5PItEIoXRiW3o9To00Qch8S2ch3y/C3CuVIqCwEMuVxKiMCHq9WV0Ok3U68uiuJhWSkWym+F7XRw4cBLv+vF7URy+sbKt68X1dAcYgD8BcJZz/nsrnl+piPABAC+Ix58D8DBjzGaMTQDYCeCJ1VvyxsK0TEwemcR9Dz2IsbE9Ql2ooqjAslfd63XgivZcMkm+A57XJd2AwIfv9VSKqgnOez43IPzpIly8+DwGt45QIBHdBU0zvkvgMpMuoNFYVqQW2Ws3hffB4OA2HLv/2Kq6Ca020oUMbr/nbqHkZIj2mibap2QgYlkJYezSJWJPt4krV14E0zRYli2OP9Q9kGIi0sHJ63hKIEYKfsisQdMMlUVpwg4MgPJnsMWxQLodS62GYmEYluWgWBzBHSd/DPf8zCmkcutvJLpauJ7uwAkAPw3gecbYafHcvwPwE4yxmwFwAJcA/AIAcM5fZIx9CsAZUGfhl96unYE3AtMYBseJEPLkl/pw9uxjYvCHqvMXLz2PTruBpJsBmWuSRXi7XRO9+wx6vQ46nYbKFjRNh5NMo9GswE64OHTLu1EcLuDVV58VLUIG3+8qgossVBmGCSuZQalEMtxSPWh8/Cbc+b5TN3QAkCiNlbBt2824cOEZZVAiZb6kHJf0aggCj/YwmRWuUCE8r0EF2ihQGoXSHGRu5pKaOpSKzACQSJDXYKGPRrJpHFlX+8oYQyAYmxCUY3kM6Ql1o2PHT+HIqSMbuXWrgu8bBDjn3wTwegfKL3yP//PbAH77LazrhgfTGIrDRbzrwfcg86U8nnnqEaFGRJNwA4MTiMIAxb4RdLstTE+fQypFJCGqOhtIp/IIo5AESjQd9fqyIJ+QDdpz3zytxooZ05UsmO97GBnZpXwNJelFMgr7+7fg1Id/DJm+G7/WAgBu1sWxu07g8uUXRKALlUmrphlqsq/VqpFKkKYrNWjZjZFcDkkQIm1BCzNXL8AXbEMG0omwRIdlYGAc9WoZ7XYduVwJV2dehiVkwpLJjJCPa6vOhBQg5TzCsRP34si9b/8AAMTcgbcMO2njlntuwdieMTzxlW/gytRZpV6bcFJKgFQOkhiGicDvgeOaw5Hv92AnXGGm0QXnEZ79zqNkdqmbarpN1zNqfp6q1UnBluvhypUz6PU6GB7egXc8cM/bJgBI7D6+B6dqP4W//+uPwfc9ZLP98P2uohHbtqP0HKjd1xOKzK6wlg+U8Su1FOl3YOiGsjxLpUnLkYOL7xVgeuolIlYlXPT1y7kFKq4ODIyTcGuzqga1stl+3Hz8BCaPTW70lq0a4iCwCrCTNkYnR+Gk7sG5J8fx3OlvoC5YZppQzoFwONY0jfQBBTlGZg+JhKvENmXfWyocSeoxmY1k0O00MD19DplMH8rlqwh8D6aVwO7dx3HLXcdQGitt9Ja8aTTKDdz23ttQX6rj0a98Wqg3UQbUaJRhCh3A7zJjcdKw7AQuXz6j6iC25Si6djKZUUIfEY/ge11ouoFkkiYop6bOUtdFiIxKMxjPo3pOq1UleremgYFhbOs+vOehU0jl0xu2T2uBOAisIoojfTjan8XYnjE8/ehjmJ4+J0Z5dWUeQvJjCdKu7zZJ5lw34HldME1XGoW2naBJQ2FmkcuVqKDod5FKF1CrLigV4m6vhb377sDJD52EuUZ+guuB8mwZJz5wAlbCxD/9w1/CcTLqA9kQFXzGGEzTUg5CACk201h3A1zMV5B5KM0MSJ3AdLoA6UQkpeWDgMRI0ukCut0mTNMSNGDybMznB+H7PWzduhd3/+SPIOEmNnKL1gRxEFhlmJaJ0clR5AZO4eqFgzjz1GlcuXJGuRGBR9BNSwhaFkWamxAdBq5cd7nww3OTGUQ8Uu5EvW4LQYY6AYZhodOu48iRU3jXw+++IWcB3iy8roe7P3I3Uvk0Pv7H/x22lYCecEVXJAnf7yqRj1QqD9fNoFEvoyUUm2TrjkcRwjBEGIYoFIYAYQtGkm0d1GpL6prSGajVqgqDmCQYOtB0AxMTN2HPsf3YsnvLGy35bY84CKwRUrkUdh7eieEdw6gv34GZ8zOYungBMzMvQ9d15HMDQlCT5gukCGcQ+Mhmc5ifvyT0A0mxdmlxGgDEG5ShWl2Apmm49dYfxYn33/5DEQAkFq4s4sh9R2Da/xaf/t9/iEplXkh2+Wi3a4oX0VccQaNZwZFb70WjVsXp04+g3SahEOlHIINGq1WFbSeRTFKrllylDCRssjlnjCGXLSESuoWjW3bj5PvuRraUW3Wr9hsNP9w/3QaDaQypXAqpXIraYIvb8PLTE3jphSexsHgFntdT48ZDg9tQb5AKb7E4jLbwLggj4ZtnmKqI2O22MDS0HfsO3ooj9x75oQoAEpW5CrZMbsEHf/YX8Og/fB5Xr14gO7fSOJimoVZdwLcf+zsi81TnkExmEQS+GujRdVO5DPV6bbhuDu12Db1em6Y2BVchiiIgDNDpNqFpBo4dux+7ju7C0LYbwxhkPRAHgXWCYRooDheRK+UweWwSs6/M4tUz5zA19RIajWWcqy3B0A0Mj+xEvb5MclpRIDwIy0oWq1AYwvF3vweju0ZveLGKtwqmMUzsH8ehu/49PvN7n8G3vvW3QH0ZEac037YdRFGEhYUrVAMwbYRRqGzJZLFQQg4jhWGgugiB4AwcP/5eTB6bRN9o3w/9nf+12Fw/7Q0A3dCRH8gjP5DHxIEJTJ/bj3a9hW6rC86Bq1MXqRpu2tB1Hc1mDUND29HfvwVju7dix6EdP5R3/jdCFHGUZ8s4+eBJDG0fwmOP/BNmZi4AADkR+T24qRx0zcBy+aryHkgL7oBpJlCrLcKyHHQ7TZgW+TImbBe5/AC2bN2FHYd3vC07KquFOAhsIJyUg523XFOeicIIzcpe1R4M/ACBFyDTl7khxEA2EpquYfex3RgcH8TlFy/hhWeewNLSNCIeKSJRys2JtF5Dvb4M02yiWBhGKpWF73sYn7gJtp3E3sOHURwuws0m4WZTb4upyrVEHARuIGi69rYb8llv5Eo55Eo3Y8/xPajMVzF1bgrtWkvIiPkwTRNer4dsXx5WwoRhmcj1Z1EaH4Bh0Nt9M2VS14M4CMR4W8JybAyMD7wtqbs3GjZ3HhQjRow4CMSIsdkRB4EYMTY54iAQI8YmRxwEYsTY5IiDQIwYmxxxEIgRY5MjDgIxYmxyxEEgRoxNjjgIxIixyREHgRgxNjniIBAjxiZHHARixNjkuB4bsgRj7AnG2LOMsRcZY/9RPD/BGHucMXaBMfZJxpglnrfFvy+I18fX+GeIESPGW8D1ZAI9AO/mnB8EORDfxxg7DuB3APw+53wHgAqAj4qv/yiAinj+98XXxYgR4wbF9w0CnNAU/zTFHw7g3QA+LZ7/MwDvF4/fJ/4N8fpdTHpExYgR44bD9VqT68KMdAHAlwG8AqDKOQ/El0wDGBGPRwBMAYB4vQbg7enZHCPGJsB1BQHOecg5vxnAKIBjAHa/1Qszxn6eMfYUY+ypZr3+Vr9djBgxfkC8qe4A57wK4GsAbgOQY4xJebJRADPi8QyALQAgXs8CWH6d7/UxzvkRzvmRVCbW1YsRY6NwPd2BfsZYTjx2ANwN4CwoGHxIfNlHAHxWPP6c+DfE61/lnPNVXHOMGDFWEdcjNDoE4M8YYzooaHyKc/55xtgZAJ9gjP0nAN8B8Cfi6/8EwF8wxi4AKAN4eA3WHSNGjFXC9w0CnPPnABx6nedfBdUHXvt8F8CPr8rqYsSIseaIJwZjxNjkiINAjBibHHEQiBFjkyMOAjFibHLEQSBGjE2OOAjEiLHJEQeBGDE2OeIgECPGJkccBGLE2OSIg0CMGJsccRCIEWOTIw4CMWJscrAbgeXLGFsE0AKwtMFL6YvXoHAjrCNewzWsxjq2cs77X/vkDREEAIAx9hTn/Ei8ho1fw42yjngN67OO+DgQI8YmRxwEYsTY5LiRgsDHNnoBiNewEjfCOuI1XMOareOGqQnEiBFjY3AjZQIxYsTYAGx4EGCM3ccYOye8C399Ha97iTH2PGPsNGPsKfFcgTH2ZcbYy+Lv/Bpc908ZYwuMsRdWPPe612WE/yn25jnG2OE1XMNvMcZmxH6cZozdv+K13xBrOMcYu3eV1rCFMfY1xtgZ4XH5q+L59d6LN1rHuu3Hhvt9cs437A8AHeRmtA2ABeBZAHvX6dqXAPS95rn/AuDXxeNfB/A7a3DddwI4DOCF73ddAPcD+CIABuA4gMfXcA2/BeDfvM7X7hW/FxvAhPh96auwhiEAh8XjNIDz4lrrvRdvtI512w/xM6XEYxPA4+Jn/BSAh8XzfwjgF8XjfwXgD8XjhwF88q1cf6MzgWMALnDOX+WcewA+AfIy3Cis9FFc6a+4auCcfwMkxX49130fgD/nhP8LMnwZWqM1vBHeB+ATnPMe5/wigAt4HZXpH2ANs5zzZ8TjBsjLYgTrvxdvtI43wqrvh/iZNszvc6ODgPItFFjpabjW4AC+xBh7mjH28+K5Ac75rHg8B2BgndbyRtdd7/35ZZFq/+mKo9Car0Gks4dAd8AN24vXrANYx/3YSL/PjQ4CG4k7OOeHAZwC8EuMsXeufJFTrrXurZONui6APwCwHWQ/Pwvgd9fjooyxFIDPAPg1zvl3mVKu5168zjrWdT/4Gvh9Xi82Oggo30KBlZ6GawrO+Yz4ewHA34E2fl6mmOLvhfVYy/e47rrtD+d8XrwRIwB/hGsp7pqtgTFmgj54f8U5/1vx9LrvxeutYyP2Q1y3ilXy+7xebHQQeBLATlEFtUBFjs+t9UUZYy5jLC0fA7gHwAv4bh/Flf6Ka403uu7nAPyMqIwfB1BbkSqvKl5zvv4AaD/kGh4WFekJADsBPLEK12Mgy7qznPPfW/HSuu7FG61jPfeDbbTf52pUWN9iZfR+UEX2FQC/uU7X3Aaq8D4L4EV5XdC56hEALwP4CoDCGlz746D00ged8z76RtcFVY3/l9ib5wEcWcM1/IW4xnPiTTa04ut/U6zhHIBTq7SGO0Cp/nMATos/92/AXrzROtZtPwAcAPl5PgcKNv9hxfv0CVDx8W8A2OL5hPj3BfH6trdy/XhiMEaMTY6NPg7EiBFjgxEHgRgxNjniIBAjxiZHHARixNjkiINAjBibHHEQiBFjkyMOAjFibHLEQSBGjE2O/wdAWb3cLjYOuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img5[200,:,:], cmap=plt.cm.bone)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The End\n",
    "\n",
    "We have covered almost all of the preprocessing steps of [the paper of grt123 team](https://arxiv.org/abs/1711.08324) and the `preprocess` method of [CTScan class](https://github.com/s-mostafa-a/Luna16/blob/master/preprocess/_ct_scan.py)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}